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[Previously saved workspace restored]

> invisible(options(echo = TRUE))
> # estimate John Jackson's model using multinomRob
> #
> 
> options(width=130);
> 
> library(multinomRob)
Loading required package: rgenoud 
Loading required package: MASS 
Loading required package: mvtnorm 
> 
> # read John Jackson's replication dataset (PA 2002, Winter)
> #
> jjdat <- read.table(file="pareplic.asc", header=T);
> 
> #> names(jjdat)
> # [1] "Voivodship"    "ID"            "UD.KLD"        "SLD"
> # [5] "PSL"           "UP"            "Catholic"      "Other"
> # [9] "Constant"      "New.Jobs"      "Unemp"         "SOE"
> #[13] "Church.Att"    "Schooling"     "Age"           "Farmer"
> #[17] "Village"       "Suchoka.UD"    "Pawlak.PSL"    "Kwasn.SLD"
> #[21] "Zioqkowska.UP" "Voters"
> 
> jjuse <- jjdat;
> #total number of voters
> jjuse$TotalVotes   <- jjdat$Voters * 1000;
> jjuse$SLD      <- jjdat$SLD/100      *jjuse$TotalVotes;
> jjuse$PSL      <- jjdat$PSL/100      *jjuse$TotalVotes;
> jjuse$UP       <- jjdat$UP/100       *jjuse$TotalVotes;
> jjuse$Catholic <- jjdat$Catholic/100 *jjuse$TotalVotes;
> jjuse$Other    <- jjdat$Other/100    *jjuse$TotalVotes;
> jjuse$UD.KLD   <- jjdat$UD.KLD/100   *jjuse$TotalVotes;
> 
> jjuse$Age  <-  jjdat$Age /10;
> 
> ## Set parameters for Genoud
> zz.genoud.parms <- list( pop.size             = 10000,
+                         wait.generations      = 30,
+                         max.generations       = 100
+                         )
> 
> # estimate the model using equality constraints, to get multinomT starting values
> 
> muljj2 <-
+   multinomRob(
+     list(
+       SLD ~      New.Jobs + Unemp + SOE + Church.Att + Schooling + Age + Kwasn.SLD + Suchoka.UD ,
+       PSL ~      New.Jobs + Unemp + SOE + Church.Att + Schooling + Age + Farmer + Village + Pawlak.PSL + Suchoka.UD ,
+       UP ~       New.Jobs + Unemp + SOE + Church.Att + Schooling + Age + Zioqkowska.UP + Suchoka.UD ,
+       Catholic ~ New.Jobs + Unemp + SOE + Church.Att + Schooling + Age + Suchoka.UD ,
+       Other ~    New.Jobs + Unemp + SOE + Church.Att + Schooling + Age + Suchoka.UD ,
+       UD.KLD ~   0 ),
+     jjuse,
+     equality=list(
+     list(
+       SLD ~      Suchoka.UD + 0,
+       PSL ~      Suchoka.UD + 0 ,
+       UP ~       Suchoka.UD + 0 ,
+       Catholic ~ Suchoka.UD + 0 ,
+       Other ~    Suchoka.UD + 0 )),
+     multinom.t = 2,  multinom.t.df = 10000,
+ #    genoud.parms = zz.genoud.parms,  # use the defaults
+     print.level = 3);

Equality constraints among parameters (after consolidation):
Equality constrained set 1 
outcome Catholic regressor Suchoka.UD 
outcome Other regressor Suchoka.UD 
outcome SLD regressor Suchoka.UD 
outcome UP regressor Suchoka.UD 
outcome PSL regressor Suchoka.UD 

Your Model (xvec):
                                                               SLD PSL UP Catholic Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA   1   1  1        1     1      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                  1   1  1        1     1      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                                 1   1  1        1     1      0
SOE/SOE/SOE/SOE/SOE/NA                                           1   1  1        1     1      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA        1   1  1        1     1      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA             1   1  1        1     1      0
Age/Age/Age/Age/Age/NA                                           1   1  1        1     1      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA          1   1  1        2     2      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                           2   1  2        0     0      0
NA/Pawlak.PSL/NA/NA/NA/NA                                        0   1  0        0     0      0
NA/Suchoka.UD/NA/NA/NA/NA                                        0   2  0        0     0      0

[1] "multinomRob:  WARNING.  Limited regressor variation..."
[1] "WARNING.  ... A regressor has a distinct value for only one observation."
[1] "WARNING.  ... I'm using a modified estimation algorithm (i.e., preventing LQD"
[1] "WARNING.  ... from modifying starting values for the affected parameters)."
[1] "WARNING.  ... Affected parameters are TRUE in the following table."

                                                                 SLD   PSL    UP Catholic Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA FALSE FALSE FALSE    FALSE FALSE  FALSE
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                FALSE FALSE FALSE    FALSE FALSE  FALSE
Unemp/Unemp/Unemp/Unemp/Unemp/NA                               FALSE FALSE FALSE    FALSE FALSE  FALSE
SOE/SOE/SOE/SOE/SOE/NA                                         FALSE FALSE FALSE    FALSE FALSE  FALSE
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      FALSE FALSE FALSE    FALSE FALSE  FALSE
Schooling/Schooling/Schooling/Schooling/Schooling/NA           FALSE FALSE FALSE    FALSE FALSE  FALSE
Age/Age/Age/Age/Age/NA                                         FALSE FALSE FALSE    FALSE FALSE  FALSE
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         TRUE FALSE  TRUE    FALSE FALSE  FALSE
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         FALSE FALSE FALSE    FALSE FALSE  FALSE
NA/Pawlak.PSL/NA/NA/NA/NA                                      FALSE  TRUE FALSE    FALSE FALSE  FALSE
NA/Suchoka.UD/NA/NA/NA/NA                                      FALSE FALSE FALSE    FALSE FALSE  FALSE



multinomRob(): Grouped MNL Estimation
[1] "multinomMLE: hessian determinant: 8.32378774491921e+174"
[1] "multinomMLE: OPG determinant: 4.34331315686531e+232"
MNL LQD Fit: 45.34935 
MNL Estimates:
                                                                       SLD        PSL         UP   Catholic      Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  5.56475246  1.9283351  1.7559944 -6.8425189  2.8751269      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -6.38023374 -7.7064563 -3.7073479 -3.7837229 -5.2874190      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                                0.56930504  0.8548724  0.7885912  1.6848820  0.6469761      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.38296120  0.4727165  0.7133549  0.3639758  0.8525741      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.04035240 -1.5831013 -1.8045595  2.3092617  0.1831034      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.38110658 -0.3512314 -0.2795598 -0.3455558 -0.4004025      0
Age/Age/Age/Age/Age/NA                                          0.07936418  0.3992439  0.3623283  1.8365865  0.4991275      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.52296708  1.9779394  0.9099181 -0.5546008 -0.5546008      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         -0.55460081  2.1906118 -0.5546008  0.0000000  0.0000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.9430353  0.0000000  0.0000000  0.0000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000 -0.5546008  0.0000000  0.0000000  0.0000000      0

MNL SEs:
                                                                      SLD        PSL         UP   Catholic      Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA 2.14703830 3.65465472 2.32537859 3.82959602 2.02376739      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                2.30886858 3.09054864 1.54886961 2.65042159 1.72557275      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                               0.89485725 1.30009963 0.80165003 1.49861818 0.95648517      0
SOE/SOE/SOE/SOE/SOE/NA                                         0.35654189 0.40900026 0.24045737 0.56525568 0.31320293      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      0.41637302 0.53084646 0.41377623 0.63230359 0.40602797      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           0.09580765 0.11460811 0.07528996 0.15173231 0.08689008      0
Age/Age/Age/Age/Age/NA                                         0.36441386 0.64493657 0.37201706 0.60880715 0.32034981      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA        0.04661492 0.92695615 0.07635227 0.08705436 0.08705436      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         0.08705436 0.80455602 0.08705436 0.00000000 0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                      0.00000000 0.07285667 0.00000000 0.00000000 0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                      0.00000000 0.08705436 0.00000000 0.00000000 0.00000000      0



multinomRob(): Calculating multinomial-t starting values.
Multinom-T LQD Fit (step  0 ): 48.60593 
Multinom-T Beta Estimates (step  0 ):
                                                                       SLD        PSL         UP   Catholic       Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  6.01645041  6.1462634  4.1465859 -5.9875875  2.18825335      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -9.00038482 -8.6150780 -6.2523636 -4.4834235 -8.77316598      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                               -0.83574989 -0.4087722 -0.3849362  0.3533888 -0.27196261      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.02720278  0.5471546  0.8694748 -0.2783496  0.50666004      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.41828649 -2.0025510 -2.0304761  2.1550131 -0.05328547      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.27371496 -0.2984470 -0.1851295 -0.2988766 -0.28633453      0
Age/Age/Age/Age/Age/NA                                         -0.11492256 -0.5851963 -0.3001547  1.6424113  0.52050725      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.59540629  3.0208891  0.7925887 -0.5910030 -0.59100301      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         -0.59100301  1.8137770 -0.5910030  0.0000000  0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.9142115  0.0000000  0.0000000  0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000 -0.5910030  0.0000000  0.0000000  0.00000000      0
Multinom-T Beta SEs (step  0 ):
                                                                      SLD        PSL         UP  Catholic      Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA 3.18292429 2.98658964 2.64874287 4.5296412 2.72695877      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                2.79009584 2.70487911 2.29484404 3.9606786 2.37231137      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                               1.16664860 1.11802111 0.98870246 1.6443516 1.00578256      0
SOE/SOE/SOE/SOE/SOE/NA                                         0.49550936 0.47130164 0.41398916 0.7026528 0.42484489      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      0.47691069 0.49440152 0.39529881 0.6745113 0.40659266      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           0.08735675 0.08782418 0.07193421 0.1242602 0.07439067      0
Age/Age/Age/Age/Age/NA                                         0.57303149 0.57331587 0.47631835 0.8158623 0.49072822      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA        0.19246186 0.73646621 0.22282549 0.1885942 0.18859417      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         0.18859417 0.51677901 0.18859417 0.0000000 0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                      0.00000000 0.18401588 0.00000000 0.0000000 0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                      0.00000000 0.18859417 0.00000000 0.0000000 0.00000000      0
Multinom-T Omega Estimates (step  0 ):
                SLD         PSL          UP   Catholic       Other
SLD      0.05927218 0.030599045 0.016144829 0.02628111 0.025389539
PSL      0.03059905 0.049626303 0.018770179 0.00066252 0.009486888
UP       0.01614483 0.018770179 0.040488500 0.01404370 0.009173718
Catholic 0.02628111 0.000662520 0.014043698 0.12082439 0.039153963
Other    0.02538954 0.009486888 0.009173718 0.03915396 0.043302166
Multinom-T DF (step  0 ): 10000 

multinomRob(): Using multinomial-t estimates as starting values.
Multinom-T LQD Fit: 48.60593 
Multinom-T Estimates:
                                                                       SLD        PSL         UP   Catholic       Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  6.01645041  6.1462634  4.1465859 -5.9875875  2.18825335      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -9.00038482 -8.6150780 -6.2523636 -4.4834235 -8.77316598      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                               -0.83574989 -0.4087722 -0.3849362  0.3533888 -0.27196261      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.02720278  0.5471546  0.8694748 -0.2783496  0.50666004      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.41828649 -2.0025510 -2.0304761  2.1550131 -0.05328547      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.27371496 -0.2984470 -0.1851295 -0.2988766 -0.28633453      0
Age/Age/Age/Age/Age/NA                                         -0.11492256 -0.5851963 -0.3001547  1.6424113  0.52050725      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.59540629  3.0208891  0.7925887 -0.5910030 -0.59100301      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         -0.59100301  1.8137770 -0.5910030  0.0000000  0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.9142115  0.0000000  0.0000000  0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000 -0.5910030  0.0000000  0.0000000  0.00000000      0
Multinom-T DF: 10000 

multinomRob(): Starting Values 
                                                                       SLD        PSL         UP   Catholic       Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  6.01645041  6.1462634  4.1465859 -5.9875875  2.18825335      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -9.00038482 -8.6150780 -6.2523636 -4.4834235 -8.77316598      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                               -0.83574989 -0.4087722 -0.3849362  0.3533888 -0.27196261      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.02720278  0.5471546  0.8694748 -0.2783496  0.50666004      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.41828649 -2.0025510 -2.0304761  2.1550131 -0.05328547      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.27371496 -0.2984470 -0.1851295 -0.2988766 -0.28633453      0
Age/Age/Age/Age/Age/NA                                         -0.11492256 -0.5851963 -0.3001547  1.6424113  0.52050725      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.59540629  3.0208891  0.7925887 -0.5910030 -0.59100301      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         -0.59100301  1.8137770 -0.5910030  0.0000000  0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.9142115  0.0000000  0.0000000  0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000 -0.5910030  0.0000000  0.0000000  0.00000000      0
multinomRob(): starting fit = 48.60593 


Thu Mar  4 15:46:07 2004
Domains:
 -5.414805e+01   <=  X1   <=    6.618095e+01 
 -9.900423e+01   <=  X2   <=    8.100346e+01 
 -9.193249e+00   <=  X3   <=    7.521749e+00 
 -2.448251e-01   <=  X4   <=    2.992306e-01 
 -2.660115e+01   <=  X5   <=    2.176458e+01 
 -3.010865e+00   <=  X6   <=    2.463435e+00 
 -1.264148e+00   <=  X7   <=    1.034303e+00 
 -5.358657e+00   <=  X8   <=    6.549469e+00 
 -5.531637e+01   <=  X9   <=    6.760890e+01 
 -9.476586e+01   <=  X10  <=    7.753570e+01 
 -4.496494e+00   <=  X11  <=    3.678950e+00 
 -4.924391e+00   <=  X12  <=    6.018700e+00 
 -2.202806e+01   <=  X13  <=    1.802296e+01 
 -3.282918e+00   <=  X14  <=    2.686023e+00 
 -6.437160e+00   <=  X15  <=    5.266767e+00 
 -2.718800e+01   <=  X16  <=    3.322978e+01 
 -1.632399e+01   <=  X17  <=    1.995155e+01 
 -8.227903e+00   <=  X18  <=    1.005633e+01 
 -3.731927e+01   <=  X19  <=    4.561245e+01 
 -6.877600e+01   <=  X20  <=    5.627127e+01 
 -4.234298e+00   <=  X21  <=    3.464425e+00 
 -7.825273e+00   <=  X22  <=    9.564223e+00 
 -2.233524e+01   <=  X23  <=    1.827428e+01 
 -2.036424e+00   <=  X24  <=    1.666165e+00 
 -3.301702e+00   <=  X25  <=    2.701393e+00 
 -7.133298e+00   <=  X26  <=    8.718475e+00 
 -6.586346e+01   <=  X27  <=    5.388829e+01 
 -4.931766e+01   <=  X28  <=    4.035081e+01 
 -3.180499e+00   <=  X29  <=    3.887276e+00 
 -3.061846e+00   <=  X30  <=    2.505147e+00 
 -1.939512e+01   <=  X31  <=    2.370514e+01 
 -3.287643e+00   <=  X32  <=    2.689890e+00 
 -1.478170e+01   <=  X33  <=    1.806652e+01 
 -1.969428e+01   <=  X34  <=    2.407079e+01 
 -9.650483e+01   <=  X35  <=    7.895849e+01 
 -2.991589e+00   <=  X36  <=    2.447663e+00 
 -4.559940e+00   <=  X37  <=    5.573260e+00 
 -5.861402e-01   <=  X38  <=    4.795692e-01 
 -3.149680e+00   <=  X39  <=    2.577011e+00 
 -4.684565e+00   <=  X40  <=    5.725580e+00 
 -6.501033e+00   <=  X41  <=    5.319027e+00 

WARNING: Operator 6 (Multiple Point Simple Crossover) may only be started
WARNING: an even number of times.  I am increasing this operator by one.

WARNING: Operator 8 (Heuristic Crossover) may only be started
WARNING: an even number of times.  I am increasing this operator by one.

Data Type: Floating Point
Operators (code number, name, population) 
	(1) Cloning........................... 	122
	(2) Uniform Mutation.................. 	125
	(3) Boundary Mutation................. 	125
	(4) Non-Uniform Mutation.............. 	125
	(5) Polytope Crossover................ 	125
	(6) Multiple Point Simple Crossover... 	126
	(7) Whole Non-Uniform Mutation........ 	125
	(8) Heuristic Crossover............... 	126
	(9) Local-Minimum Crossover........... 	0

SOFT Maximum Number of Generations: 100
Maximum Nonchanging Generations: 10
Population size       : 1000
Convergence Tolerance: 1.000000e-07

Using the BFGS Derivative Based Optimizer on the Best Individual Each Generation.
Not Checking Gradients before Stoping
Using Out of Bounds Individuals.



Minimization Problem.



STARTING VALUES


The 2 best initial individuals are
 6.02	-9.00	-0.84	 0.03	-2.42	-0.27	-0.11	 0.60	 6.15	-8.62	-0.41	 0.55	-2.00	-0.30	-0.59	 3.02	 1.81	 0.91	 4.15	-6.25	-0.38	 0.87	-2.03	-0.19	-0.30	 0.79	-5.99	-4.48	 0.35	-0.28	 2.16	-0.30	 1.64	 2.19	-8.77	-0.27	 0.51	-0.05	-0.29	 0.52	-0.59	
fitness = 4.860593e+01

-33.43	 0.44	 4.33	 0.06	13.43	 2.04	 0.30	 4.69	-30.51	-81.93	-2.93	 4.96	-5.19	-0.76	-5.15	 0.47	-0.27	 0.96	-5.51	27.99	 1.59	-4.64	-8.98	 0.45	 1.62	 1.98	19.08	-26.47	-2.19	-1.78	 3.17	 2.57	-10.27	 7.12	-69.11	 0.82	 1.68	-0.26	 0.71	-3.34	 3.25	
fitness = 2.975594e+03


The worst fit of the population is: 5.860367e+35




Generation#	    Solution Value

      0 	4.860593e+01
XXX
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      1 	4.785056e+01
XXX
XXX
XXX
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XXX
XXX
XXX
XXX
XXX
XXX
      2 	4.755264e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
      3 	4.720762e+01
XXX
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XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
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XXX
XXX
      4 	4.707793e+01
XXX
      5 	4.707793e+01
XXX
XXX
      6 	4.692582e+01
XXX
XXX
XXX
      7 	4.685139e+01
      8 	4.683702e+01
XXX
XXX
XXX
XXX
XXX
XXX
      9 	4.682473e+01
XXX
     10 	4.678197e+01
     11 	4.677935e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     12 	4.676299e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     13 	4.676261e+01
     14 	4.676008e+01
     15 	4.675913e+01
XXX
XXX
     16 	4.675212e+01
     17 	4.674297e+01
XXX
XXX
XXX
XXX
XXX
XXX
     18 	4.673704e+01
     19 	4.672468e+01
XXX
XXX
     20 	4.671175e+01
XXX
XXX
     21 	4.670937e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     22 	4.670910e+01
     23 	4.670891e+01
XXX
XXX
     24 	4.670888e+01
     25 	4.669568e+01
     26 	4.669566e+01
XXX
     27 	4.669371e+01
     28 	4.669219e+01
     29 	4.668357e+01
     30 	4.667097e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     31 	4.666702e+01
XXX
     32 	4.665767e+01
XXX
XXX
XXX
     33 	4.665629e+01
XXX
XXX
XXX
     34 	4.665623e+01
XXX
     35 	4.665618e+01
XXX
XXX
XXX
XXX
     36 	4.665489e+01
XXX
XXX
XXX
     38 	4.665471e+01
XXX
     39 	4.665261e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     40 	4.665016e+01
XXX
     41 	4.664925e+01
XXX
XXX
XXX
XXX
     42 	4.664864e+01
XXX
     43 	4.664864e+01
XXX
     44 	4.664864e+01
XXX
     45 	4.664863e+01
XXX
     46 	4.664863e+01
XXX
     47 	4.664863e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     48 	4.664859e+01
XXX
     49 	4.664665e+01
XXX
     50 	4.664664e+01
XXX
     51 	4.664663e+01
XXX
     52 	4.664660e+01
XXX
     53 	4.664660e+01
XXX
     54 	4.664659e+01
XXX
     55 	4.664659e+01
XXX
     56 	4.664659e+01
XXX
     57 	4.664659e+01
XXX
     58 	4.664659e+01
XXX
XXX
XXX
     59 	4.664565e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     60 	4.664035e+01
XXX
XXX
     62 	4.664035e+01
XXX
     63 	4.664033e+01
XXX
     64 	4.664026e+01
XXX
     65 	4.663999e+01
XXX
     66 	4.663998e+01
XXX
     67 	4.663994e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     68 	4.663976e+01
XXX
     69 	4.663937e+01
XXX
     70 	4.663923e+01
XXX
     71 	4.663921e+01
XXX
     72 	4.663919e+01
XXX
     73 	4.663911e+01
XXX
XXX
XXX
XXX
XXX
     74 	4.663823e+01
XXX
     75 	4.663817e+01
XXX
XXX
XXX
XXX
XXX
XXX
     76 	4.663811e+01
XXX
     77 	4.663809e+01
XXX
XXX
XXX
XXX
XXX
     78 	4.663807e+01
XXX
     79 	4.663790e+01
XXX
     80 	4.663771e+01
XXX
     81 	4.663725e+01
XXX
     82 	4.663695e+01
XXX
     83 	4.663677e+01
XXX
     84 	4.663673e+01
XXX
     85 	4.663667e+01
XXX
     86 	4.663648e+01
XXX
     87 	4.663647e+01
XXX
     88 	4.663645e+01
XXX
     89 	4.663644e+01
XXX
     90 	4.663642e+01
XXX
     91 	4.663636e+01
XXX
     92 	4.663635e+01
XXX
XXX
XXX
XXX
XXX
     93 	4.663631e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     94 	4.663620e+01
XXX
     95 	4.663614e+01
XXX
XXX
XXX
XXX
XXX
XXX
     96 	4.663440e+01
XXX
XXX
XXX
XXX
XXX
XXX
     97 	4.663431e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     98 	4.663275e+01
XXX
XXX
XXX
XXX
XXX
     99 	4.663219e+01
XXX
    100 	4.663199e+01

Increasing Soft Maximum Generation Limit by 100 (MaxGenerations) to 200.
I'm doing this because the fitness is still improving.

XXX
XXX
    101 	4.663099e+01
XXX
    102 	4.663066e+01
XXX
XXX
XXX
XXX
XXX
XXX
    103 	4.663041e+01
XXX
    104 	4.663038e+01
XXX
XXX
XXX
XXX
    105 	4.663036e+01
XXX
    106 	4.663035e+01
XXX
    107 	4.663019e+01
XXX
    108 	4.663017e+01
XXX
    109 	4.663016e+01
XXX
    110 	4.663003e+01
XXX
    111 	4.662993e+01
XXX
    112 	4.662988e+01
XXX
    113 	4.662988e+01
XXX
    114 	4.662988e+01
XXX
    115 	4.662988e+01
XXX
    116 	4.662988e+01
XXX
    117 	4.662988e+01
XXX
    118 	4.662988e+01
XXX
    119 	4.662988e+01
XXX
    120 	4.662988e+01
XXX
    121 	4.662988e+01
XXX
    122 	4.662988e+01
XXX
XXX
    123 	4.662986e+01
XXX
XXX
    124 	4.662980e+01
XXX
    125 	4.662980e+01
XXX
XXX
XXX
XXX
    126 	4.662974e+01
XXX
    127 	4.662973e+01
XXX
    128 	4.662973e+01
XXX
XXX
    129 	4.662971e+01
XXX
XXX
    130 	4.662965e+01
XXX
    131 	4.662961e+01
XXX
    132 	4.662960e+01
XXX
    133 	4.662951e+01
    134 	4.662948e+01
    135 	4.662945e+01
    136 	4.662942e+01
    137 	4.662941e+01

WARNING: Turning Off MemoryMatrix because memory usage is too great.

    139 	4.662941e+01
    140 	4.662940e+01
    141 	4.662940e+01
    142 	4.662940e+01
    143 	4.662940e+01
    144 	4.662940e+01
    145 	4.662940e+01
    146 	4.662940e+01
    147 	4.662940e+01
    148 	4.662940e+01
    149 	4.662940e+01
    150 	4.662940e+01
    151 	4.662940e+01
    152 	4.662940e+01
    153 	4.662940e+01
    154 	4.662940e+01
    155 	4.662939e+01
XXX
    156 	4.662938e+01
XXX
    157 	4.662938e+01
XXX
    158 	4.662938e+01
XXX
    159 	4.662938e+01
    160 	4.662937e+01
    161 	4.662937e+01
    162 	4.662935e+01
    163 	4.662935e+01
    164 	4.662935e+01
    165 	4.662935e+01
    166 	4.662935e+01
    167 	4.662934e+01
    168 	4.662934e+01
    169 	4.662934e+01
    170 	4.662934e+01
XXX
    171 	4.662933e+01
XXX
    172 	4.662933e+01
XXX
    173 	4.662932e+01
XXX
    174 	4.662932e+01
XXX
    175 	4.662932e+01
XXX
XXX
    176 	4.662932e+01
XXX
    177 	4.662932e+01
XXX
    178 	4.662932e+01
XXX
    179 	4.662932e+01
XXX
    180 	4.662932e+01
XXX
    181 	4.662932e+01
XXX
    182 	4.662932e+01
XXX
    183 	4.662932e+01
XXX
XXX
    184 	4.662931e+01
XXX
    185 	4.662931e+01
XXX
    186 	4.662931e+01
XXX
    187 	4.662931e+01
XXX
    188 	4.662930e+01
XXX
    189 	4.662930e+01
XXX
    190 	4.662930e+01
XXX
    191 	4.662930e+01
XXX
    192 	4.662930e+01
XXX
    193 	4.662930e+01
XXX
    194 	4.662930e+01
XXX
    195 	4.662930e+01
XXX
    196 	4.662930e+01
XXX
    197 	4.662930e+01
XXX
    198 	4.662930e+01
XXX
    199 	4.662930e+01
XXX
    200 	4.662930e+01

Increasing Soft Maximum Generation Limit by 200 (MaxGenerations) to 400.
I'm doing this because the fitness is still improving.

XXX
    201 	4.662929e+01
XXX
    202 	4.662928e+01
XXX
    203 	4.662926e+01
XXX
    204 	4.662926e+01
XXX
    205 	4.662922e+01
XXX
    206 	4.662921e+01
XXX
    207 	4.662920e+01
XXX
    208 	4.662920e+01
XXX
    209 	4.662920e+01
XXX
    210 	4.662919e+01
XXX
    211 	4.662919e+01
XXX
    212 	4.662919e+01
XXX
    213 	4.662919e+01
XXX
    214 	4.662919e+01
XXX
    215 	4.662919e+01
XXX
    216 	4.662919e+01
XXX
    217 	4.662919e+01
XXX
    218 	4.662919e+01
XXX
    219 	4.662919e+01
XXX
    220 	4.662919e+01
XXX
    221 	4.662919e+01
XXX
    222 	4.662919e+01
XXX
    223 	4.662919e+01

Soft Generation Wait Limit Hit.
No Improvement in 10 Generations

Best Fit Found at Generation 223
Fit Value = 4.662919e+01


Parameters at the Solution (value, gradient):

 X[ 1] :	6.016481e+00	G[ 1] :	4.665761e+00
 X[ 2] :	-9.000850e+00	G[ 2] :	2.521872e-01
 X[ 3] :	-8.376297e-01	G[ 3] :	7.476663e-01
 X[ 4] :	1.006524e-01	G[ 4] :	8.453124e-01
 X[ 5] :	-2.418962e+00	G[ 5] :	3.229260e+00
 X[ 6] :	-2.794408e-01	G[ 6] :	4.805896e+01
 X[ 7] :	-1.143040e-01	G[ 7] :	2.008103e+01
 X[ 8] :	6.272663e-01	G[ 8] :	0.000000e+00
 X[ 9] :	6.148406e+00	G[ 9] :	1.189981e+02
 X[10] :	-8.541444e+00	G[10] :	4.532985e+00
 X[11] :	-4.160949e-01	G[11] :	-3.144840e+00
 X[12] :	5.473639e-01	G[12] :	4.201335e+01
 X[13] :	-2.000976e+00	G[13] :	1.106166e+02
 X[14] :	-2.990663e-01	G[14] :	1.264938e+03
 X[15] :	-5.859687e-01	G[15] :	5.298771e+02
 X[16] :	3.021039e+00	G[16] :	3.776770e+01
 X[17] :	1.814825e+00	G[17] :	6.316151e+01
 X[18] :	9.018129e-01	G[18] :	2.754069e+00
 X[19] :	4.146834e+00	G[19] :	5.481887e+01
 X[20] :	-6.252346e+00	G[20] :	-7.381995e+00
 X[21] :	-3.846826e-01	G[21] :	-2.050606e+01
 X[22] :	6.399473e-01	G[22] :	-2.025799e+01
 X[23] :	-2.029526e+00	G[23] :	-7.694619e+01
 X[24] :	-1.839351e-01	G[24] :	-3.126634e+02
 X[25] :	-2.978874e-01	G[25] :	3.612324e+02
 X[26] :	7.928631e-01	G[26] :	0.000000e+00
 X[27] :	-5.989252e+00	G[27] :	2.313886e+01
 X[28] :	-4.483501e+00	G[28] :	1.799689e-01
 X[29] :	3.535455e-01	G[29] :	2.223865e+00
 X[30] :	-2.772545e-01	G[30] :	-1.849777e+00
 X[31] :	2.154046e+00	G[31] :	5.869532e+01
 X[32] :	-2.994028e-01	G[32] :	-2.285808e+02
 X[33] :	1.637821e+00	G[33] :	3.653338e+02
 X[34] :	2.188134e+00	G[34] :	1.571029e+02
 X[35] :	-8.773432e+00	G[35] :	5.183866e+00
 X[36] :	-2.724456e-01	G[36] :	4.762039e+01
 X[37] :	5.051313e-01	G[37] :	1.743265e+01
 X[38] :	-5.410166e-02	G[38] :	8.154764e+01
 X[39] :	-2.845435e-01	G[39] :	1.547692e+03
 X[40] :	5.177648e-01	G[40] :	6.822401e+02
 X[41] :	-7.660596e-02	G[41] :	0.000000e+00

Solution Found Generation 223
Number of Generations Run 223


Thu Mar  4 15:57:42 2004
Total run time : 0 hours 11 minutes and 35 seconds


LQD Results:
                                                                       SLD         PSL          UP    Catholic       Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  6.01648053  6.14840643  4.14683405 -5.98925188  2.18813356      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -9.00085033 -8.54144354 -6.25234621 -4.48350131 -8.77343194      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                               -0.83762968 -0.41609494 -0.38468258  0.35354551 -0.27244561      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.10065237  0.54736394  0.63994732 -0.27725445  0.50513130      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.41896231 -2.00097575 -2.02952647  2.15404600 -0.05410166      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.27944081 -0.29906632 -0.18393514 -0.29940276 -0.28454354      0
Age/Age/Age/Age/Age/NA                                         -0.11430401 -0.58596873 -0.29788740  1.63782129  0.51776477      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.62726627  3.02103932  0.79286307 -0.07660596 -0.07660596      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         -0.07660596  1.81482528 -0.07660596  0.00000000  0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.90181293  0.00000000  0.00000000  0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000 -0.07660596  0.00000000  0.00000000  0.00000000      0

LQD sigma: 46.62919 


(multinomTanh):
Tanh Estimates
                                                                       SLD         PSL          UP    Catholic       Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  5.92339188  5.46328613  3.79440862 -6.17143468  2.35116720      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -8.65956901 -8.42549645 -5.87279779 -4.33692083 -8.21765218      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                               -0.58572590 -0.17751855 -0.20775045  0.66130782 -0.19014037      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.16701902  0.54996181  0.65153556 -0.14763841  0.53700643      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.35439398 -1.92581817 -1.99517782  2.21050389 -0.03316236      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.29512313 -0.30676344 -0.19803051 -0.30446609 -0.30243774      0
Age/Age/Age/Age/Age/NA                                         -0.08216285 -0.43088872 -0.20103708  1.66383532  0.50751173      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.58611375  2.86740781  0.78045821 -0.02801182 -0.02801182      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         -0.02801182  1.86744304 -0.02801182  0.00000000  0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.91772056  0.00000000  0.00000000  0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000 -0.02801182  0.00000000  0.00000000  0.00000000      0

Tanh Sandwich SEs
                                                                      SLD        PSL         UP  Catholic      Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA 2.71886707 3.82942408 3.04033645 4.1443762 2.60272686      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                2.42982491 3.34758978 2.28269767 2.8330519 2.02050812      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                               0.98667951 1.38493741 1.11224142 1.5160856 1.03803093      0
SOE/SOE/SOE/SOE/SOE/NA                                         0.42932918 0.41537071 0.31821642 0.7267551 0.42829272      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      0.46939856 0.57260517 0.46454277 0.6122289 0.45812301      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           0.10140096 0.11196448 0.07267382 0.1616579 0.09359177      0
Age/Age/Age/Age/Age/NA                                         0.47481382 0.67994638 0.54619777 0.6440349 0.43925304      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA        0.04750444 0.94670490 0.08280023 0.2121984 0.21219844      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         0.21219844 0.80570992 0.21219844 0.0000000 0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                      0.00000000 0.07775121 0.00000000 0.0000000 0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                      0.00000000 0.21219844 0.00000000 0.0000000 0.00000000      0

TANH sigma: 37.59127 


**********************************

Iteration: 1 
using best non-genoud LQD sigma. Provided by user starting values.


Thu Mar  4 15:57:44 2004
Domains:
 -2.225901e+01   <=  X1   <=    3.338851e+01 
 -3.828140e+01   <=  X2   <=    2.552093e+01 
 -2.277220e+00   <=  X3   <=    3.415830e+00 
 -1.531845e+00   <=  X4   <=    2.297767e+00 
 -1.224211e+01   <=  X5   <=    8.161410e+00 
 -2.286639e+00   <=  X6   <=    1.524426e+00 
 -3.174567e-01   <=  X7   <=    4.761851e-01 
 -2.091868e+00   <=  X8   <=    3.137802e+00 
 -7.713341e+00   <=  X9   <=    1.157001e+01 
 -4.623874e+01   <=  X10  <=    3.082583e+01 
 -3.419490e+00   <=  X11  <=    5.129234e+00 
 -1.890866e+00   <=  X12  <=    2.836299e+00 
 -9.498608e+00   <=  X13  <=    6.332405e+00 
 -2.107389e+00   <=  X14  <=    1.404926e+00 
 -1.596976e+00   <=  X15  <=    2.395463e+00 
 -7.911757e+00   <=  X16  <=    1.186764e+01 
 -8.762447e+00   <=  X17  <=    1.314367e+01 
 -3.772141e+00   <=  X18  <=    5.658212e+00 
 -7.023978e+00   <=  X19  <=    1.053597e+01 
 -2.224409e+01   <=  X20  <=    1.482939e+01 
 -3.154365e+00   <=  X21  <=    4.731547e+00 
 -2.853420e+00   <=  X22  <=    4.280130e+00 
 -1.082736e+01   <=  X23  <=    7.218238e+00 
 -1.677359e+00   <=  X24  <=    1.118239e+00 
 -1.449313e+00   <=  X25  <=    2.173970e+00 
 -3.639672e+00   <=  X26  <=    5.459508e+00 
 -4.105511e+01   <=  X27  <=    2.737008e+01 
 -2.270234e+01   <=  X28  <=    1.513489e+01 
 -6.739528e+00   <=  X29  <=    1.010929e+01 
 -1.455903e+00   <=  X30  <=    2.183855e+00 
 -9.237047e+00   <=  X31  <=    1.385557e+01 
 -2.073335e+00   <=  X32  <=    1.382223e+00 
 -7.346346e+00   <=  X33  <=    1.101952e+01 
 -1.150051e+01   <=  X34  <=    1.725076e+01 
 -3.172451e+01   <=  X35  <=    2.114968e+01 
 -2.587905e+00   <=  X36  <=    3.881857e+00 
 -3.410296e+00   <=  X37  <=    5.115444e+00 
 -7.324138e-01   <=  X38  <=    1.098621e+00 
 -2.402415e+00   <=  X39  <=    1.601610e+00 
 -1.996510e+00   <=  X40  <=    2.994765e+00 
 -3.327605e+00   <=  X41  <=    2.218403e+00 

WARNING: Operator 6 (Multiple Point Simple Crossover) may only be started
WARNING: an even number of times.  I am increasing this operator by one.

WARNING: Operator 8 (Heuristic Crossover) may only be started
WARNING: an even number of times.  I am increasing this operator by one.

Data Type: Floating Point
Operators (code number, name, population) 
	(1) Cloning........................... 	122
	(2) Uniform Mutation.................. 	125
	(3) Boundary Mutation................. 	125
	(4) Non-Uniform Mutation.............. 	125
	(5) Polytope Crossover................ 	125
	(6) Multiple Point Simple Crossover... 	126
	(7) Whole Non-Uniform Mutation........ 	125
	(8) Heuristic Crossover............... 	126
	(9) Local-Minimum Crossover........... 	0

SOFT Maximum Number of Generations: 100
Maximum Nonchanging Generations: 10
Population size       : 1000
Convergence Tolerance: 1.000000e-07

Using the BFGS Derivative Based Optimizer on the Best Individual Each Generation.
Not Checking Gradients before Stoping
Using Out of Bounds Individuals.



Minimization Problem.



STARTING VALUES


The 2 best initial individuals are
 5.56	-6.38	 0.57	 0.38	-2.04	-0.38	 0.08	 0.52	 1.93	-7.71	 0.85	 0.47	-1.58	-0.35	 0.40	 1.98	 2.19	 0.94	 1.76	-3.71	 0.79	 0.71	-1.80	-0.28	 0.36	 0.91	-6.84	-3.78	 1.68	 0.36	 2.31	-0.35	 1.84	 2.88	-5.29	 0.65	 0.85	 0.18	-0.40	 0.50	-0.55	
fitness = 4.534935e+01

 4.63	-26.59	-1.49	 1.86	 0.93	 0.02	 0.23	 1.64	-0.03	-14.81	-2.14	 1.09	-2.10	 1.01	-0.45	 9.92	-5.89	 4.13	 3.01	-17.55	 1.72	-2.08	-2.78	-0.11	 1.70	 3.78	 5.19	-8.68	-4.25	 0.49	 5.78	 1.26	-4.48	13.06	-11.97	-0.14	-1.53	-0.44	-1.32	 1.57	 0.71	
fitness = 1.265199e+03


The worst fit of the population is: 1.495117e+21




Generation#	    Solution Value

      0 	4.534935e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
      1 	4.464710e+01
XXX
XXX
XXX
XXX
XXX
XXX
      2 	4.454766e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
      3 	4.448777e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
      4 	4.444705e+01
XXX
XXX
XXX
XXX
      5 	4.444687e+01
XXX
      6 	4.444321e+01
XXX
XXX
XXX
XXX
XXX
      7 	4.444275e+01
XXX
      8 	4.444274e+01
XXX
XXX
XXX
XXX
      9 	4.443076e+01
     10 	4.442667e+01
     11 	4.441972e+01
XXX
XXX
XXX
XXX
XXX
     12 	4.441929e+01
     13 	4.441929e+01
     14 	4.441928e+01
     15 	4.441928e+01
     16 	4.441927e+01
XXX
     17 	4.441107e+01
XXX
     18 	4.440716e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     19 	4.436790e+01
     20 	4.434864e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     22 	4.433109e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     23 	4.429155e+01
XXX
XXX
XXX
XXX
XXX
     24 	4.428809e+01
     25 	4.427793e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     26 	4.425789e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     27 	4.424511e+01
     28 	4.424064e+01
     30 	4.423935e+01
XXX
XXX
XXX
XXX
XXX
     31 	4.423923e+01
     32 	4.423627e+01
     33 	4.423595e+01
XXX
XXX
XXX
XXX
XXX
XXX
     34 	4.422642e+01
XXX
XXX
     35 	4.416461e+01
     36 	4.416461e+01
     37 	4.415434e+01
     38 	4.415128e+01
     39 	4.414945e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     40 	4.414625e+01
XXX
XXX
XXX
     41 	4.414102e+01
     42 	4.413927e+01
     43 	4.413219e+01
     44 	4.413093e+01
     45 	4.413093e+01
     46 	4.413093e+01
     47 	4.412861e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     48 	4.410645e+01
XXX
XXX
     49 	4.410438e+01
XXX
XXX
XXX
XXX
     50 	4.410021e+01
XXX
XXX
     51 	4.409958e+01
XXX
XXX
     52 	4.409807e+01
XXX
     53 	4.409211e+01
     54 	4.408860e+01
     55 	4.408854e+01
     56 	4.408851e+01
XXX
     57 	4.408502e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     58 	4.406555e+01
XXX
XXX
     60 	4.406431e+01
XXX
     61 	4.406206e+01
XXX
XXX
     62 	4.405794e+01
     63 	4.405373e+01
     64 	4.405250e+01
     65 	4.405016e+01
     66 	4.404943e+01
     67 	4.404819e+01
     68 	4.404720e+01
     69 	4.404657e+01
     70 	4.404617e+01
     71 	4.404600e+01
     72 	4.404593e+01
XXX
XXX
XXX
     73 	4.404406e+01
     75 	4.404285e+01
XXX
XXX
     76 	4.404128e+01
     78 	4.404128e+01
     79 	4.404128e+01
     80 	4.404128e+01
     81 	4.404128e+01
     82 	4.404125e+01
     83 	4.404125e+01
XXX
     84 	4.404125e+01
     85 	4.404124e+01
     86 	4.404124e+01
     87 	4.404124e+01
     88 	4.404124e+01
     89 	4.404122e+01
     90 	4.404106e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     91 	4.404053e+01
     92 	4.404007e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     93 	4.403955e+01
     94 	4.403935e+01
XXX
     95 	4.403875e+01
     96 	4.403834e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     97 	4.403826e+01
XXX
XXX
     98 	4.403824e+01
XXX
XXX
XXX
XXX
     99 	4.403821e+01
    100 	4.403820e+01

Increasing Soft Maximum Generation Limit by 100 (MaxGenerations) to 200.
I'm doing this because the fitness is still improving.

    101 	4.403820e+01
    102 	4.403820e+01
    103 	4.403820e+01
    104 	4.403820e+01
    105 	4.403820e+01
    106 	4.403820e+01
    107 	4.403820e+01
    108 	4.403820e+01
    109 	4.403820e+01
    110 	4.403820e+01
    111 	4.403820e+01
    112 	4.403820e+01
    113 	4.403820e+01
    114 	4.403819e+01
XXX
    115 	4.403819e+01
    116 	4.403819e+01
    117 	4.403819e+01
    118 	4.403818e+01
    119 	4.403818e+01
    120 	4.403816e+01
    121 	4.403816e+01
    122 	4.403814e+01
    123 	4.403814e+01
    124 	4.403814e+01
    125 	4.403814e+01
    126 	4.403814e+01
    127 	4.403813e+01
    128 	4.403813e+01
    129 	4.403813e+01
    130 	4.403812e+01
    131 	4.403812e+01
    132 	4.403811e+01
    133 	4.403811e+01
XXX
    134 	4.403811e+01
    135 	4.403810e+01
    136 	4.403810e+01
    137 	4.403810e+01

WARNING: Turning Off MemoryMatrix because memory usage is too great.

    138 	4.403810e+01
    139 	4.403810e+01
    140 	4.403810e+01
    141 	4.403810e+01
    142 	4.403810e+01
    143 	4.403810e+01
    144 	4.403810e+01
    145 	4.403810e+01
    146 	4.403810e+01
    147 	4.403810e+01
    148 	4.403810e+01
    149 	4.403810e+01
XXX
    150 	4.403808e+01
XXX
    151 	4.403807e+01
    152 	4.403807e+01
    153 	4.403807e+01
    154 	4.403807e+01
    155 	4.403807e+01
    156 	4.403807e+01
    157 	4.403807e+01
    158 	4.403807e+01
    159 	4.403807e+01
    160 	4.403807e+01
    161 	4.403807e+01
    162 	4.403807e+01
    163 	4.403806e+01
    164 	4.403806e+01
    165 	4.403806e+01
    166 	4.403806e+01
    167 	4.403806e+01
XXX
    168 	4.403806e+01
    169 	4.403806e+01
XXX
    170 	4.403806e+01
XXX
    171 	4.403806e+01
XXX
    172 	4.403806e+01
    173 	4.403806e+01
    174 	4.403806e+01
    175 	4.403806e+01
    176 	4.403806e+01
    177 	4.403806e+01
    178 	4.403806e+01
    179 	4.403806e+01
    180 	4.403806e+01
    181 	4.403805e+01
    182 	4.403805e+01
    183 	4.403805e+01
    184 	4.403805e+01
    185 	4.403805e+01
    186 	4.403805e+01
    187 	4.403805e+01
    188 	4.403805e+01
    189 	4.403805e+01
    190 	4.403802e+01
    191 	4.403799e+01
    192 	4.403791e+01
    193 	4.403790e+01
    194 	4.403788e+01
    195 	4.403785e+01
    196 	4.403784e+01
    197 	4.403783e+01
    198 	4.403783e+01
    199 	4.403782e+01
    200 	4.403782e+01

Increasing Soft Maximum Generation Limit by 200 (MaxGenerations) to 400.
I'm doing this because the fitness is still improving.

XXX
XXX
    201 	4.403780e+01
XXX
XXX
XXX
    202 	4.403779e+01
XXX
XXX
XXX
    203 	4.403777e+01
    204 	4.403750e+01
    205 	4.403749e+01
    206 	4.403749e+01
    207 	4.403749e+01
    208 	4.403748e+01
    209 	4.403745e+01
    210 	4.403745e+01
    211 	4.403743e+01
    212 	4.403741e+01
    213 	4.403738e+01
    214 	4.403737e+01
    215 	4.403736e+01
    216 	4.403736e+01
    217 	4.403736e+01
    218 	4.403735e+01
XXX
XXX
XXX
XXX
XXX
XXX
    219 	4.403732e+01
    220 	4.403728e+01
    221 	4.403727e+01
XXX
XXX
XXX
XXX
XXX
    222 	4.403720e+01
    223 	4.403720e+01
    224 	4.403720e+01
XXX
XXX
XXX
XXX
XXX
    225 	4.403719e+01
    226 	4.403718e+01
    227 	4.403718e+01
    228 	4.403718e+01
    229 	4.403718e+01
    230 	4.403718e+01
    231 	4.403718e+01
    232 	4.403718e+01
    233 	4.403718e+01
    234 	4.403718e+01
    235 	4.403718e+01
XXX
XXX
XXX
XXX
XXX
    236 	4.403717e+01
    238 	4.403717e+01
    239 	4.403717e+01
    240 	4.403717e+01
    241 	4.403717e+01
    242 	4.403717e+01
    243 	4.403717e+01
    244 	4.403717e+01
    245 	4.403717e+01
    246 	4.403717e+01
    247 	4.403717e+01
    248 	4.403716e+01
    249 	4.403716e+01
    250 	4.403716e+01
    251 	4.403716e+01
    252 	4.403716e+01
    253 	4.403715e+01
    254 	4.403715e+01
    255 	4.403715e+01
    256 	4.403715e+01
    257 	4.403715e+01
    258 	4.403715e+01
    259 	4.403715e+01
    260 	4.403715e+01
    261 	4.403715e+01
    262 	4.403715e+01
    263 	4.403715e+01
    264 	4.403715e+01
    265 	4.403715e+01
    266 	4.403715e+01
    267 	4.403715e+01
    268 	4.403715e+01
    269 	4.403715e+01
    270 	4.403715e+01
    271 	4.403715e+01
    272 	4.403715e+01
    273 	4.403715e+01
    274 	4.403715e+01
    275 	4.403715e+01
    276 	4.403715e+01
    277 	4.403715e+01
    278 	4.403715e+01
    279 	4.403715e+01
    280 	4.403715e+01

Soft Generation Wait Limit Hit.
No Improvement in 10 Generations

Best Fit Found at Generation 280
Fit Value = 4.403715e+01


Parameters at the Solution (value, gradient):

 X[ 1] :	5.564728e+00	G[ 1] :	-1.526889e+02
 X[ 2] :	-6.380202e+00	G[ 2] :	2.087449e-02
 X[ 3] :	5.693714e-01	G[ 3] :	3.898214e-01
 X[ 4] :	4.386892e-01	G[ 4] :	3.328921e-01
 X[ 5] :	-2.040386e+00	G[ 5] :	-7.682680e+01
 X[ 6] :	-3.822546e-01	G[ 6] :	-1.280311e+02
 X[ 7] :	7.920218e-02	G[ 7] :	-4.822046e+02
 X[ 8] :	5.957619e-01	G[ 8] :	0.000000e+00
 X[ 9] :	1.928260e+00	G[ 9] :	-1.359509e+02
 X[10] :	-7.706946e+00	G[10] :	-2.128609e+01
 X[11] :	8.544671e-01	G[11] :	-3.998167e+01
 X[12] :	5.033092e-01	G[12] :	-1.530133e+01
 X[13] :	-1.583116e+00	G[13] :	-1.722015e+01
 X[14] :	-3.504994e-01	G[14] :	-9.591005e+02
 X[15] :	3.989354e-01	G[15] :	-9.310913e+02
 X[16] :	1.977937e+00	G[16] :	-9.566017e+00
 X[17] :	2.185783e+00	G[17] :	-2.191759e+01
 X[18] :	1.005211e+00	G[18] :	0.000000e+00
 X[19] :	1.755876e+00	G[19] :	-2.764840e+01
 X[20] :	-3.604300e+00	G[20] :	-7.111370e+00
 X[21] :	7.792747e-01	G[21] :	-1.308491e+00
 X[22] :	7.124102e-01	G[22] :	-1.990793e+01
 X[23] :	-1.804754e+00	G[23] :	2.167005e+01
 X[24] :	-2.801947e-01	G[24] :	-5.053217e+02
 X[25] :	3.624990e-01	G[25] :	-1.752447e+02
 X[26] :	8.616742e-01	G[26] :	0.000000e+00
 X[27] :	-6.842813e+00	G[27] :	8.886301e+00
 X[28] :	-3.795529e+00	G[28] :	3.778467e-01
 X[29] :	1.655004e+00	G[29] :	-1.223988e+00
 X[30] :	3.644392e-01	G[30] :	1.374210e+00
 X[31] :	2.309087e+00	G[31] :	-5.320540e+00
 X[32] :	-3.451327e-01	G[32] :	-4.159041e+01
 X[33] :	1.836359e+00	G[33] :	-1.567665e+02
 X[34] :	2.875053e+00	G[34] :	-9.048879e+01
 X[35] :	-5.287427e+00	G[35] :	2.253247e+00
 X[36] :	6.445345e-01	G[36] :	-8.733595e+00
 X[37] :	8.524549e-01	G[37] :	2.183848e+01
 X[38] :	1.829743e-01	G[38] :	-6.721546e+01
 X[39] :	-4.001562e-01	G[39] :	-8.658857e+02
 X[40] :	4.999315e-01	G[40] :	-2.876643e+02
 X[41] :	-1.050828e-01	G[41] :	0.000000e+00

Solution Found Generation 280
Number of Generations Run 280


Thu Mar  4 16:12:32 2004
Total run time : 0 hours 14 minutes and 48 seconds

(iter 1 ): LQD Results:
                                                                       SLD        PSL         UP   Catholic      Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  5.56472798  1.9282599  1.7558759 -6.8428128  2.8750530      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -6.38020180 -7.7069457 -3.6043003 -3.7955292 -5.2874270      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                                0.56937141  0.8544671  0.7792747  1.6550045  0.6445345      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.43868919  0.5033092  0.7124102  0.3644392  0.8524549      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.04038552 -1.5831160 -1.8047536  2.3090868  0.1829743      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.38225460 -0.3504994 -0.2801947 -0.3451327 -0.4001562      0
Age/Age/Age/Age/Age/NA                                          0.07920218  0.3989354  0.3624990  1.8363594  0.4999315      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.59576190  1.9779373  0.8616742 -0.1050828 -0.1050828      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         -0.10508280  2.1857833 -0.1050828  0.0000000  0.0000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  1.0052114  0.0000000  0.0000000  0.0000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000 -0.1050828  0.0000000  0.0000000  0.0000000      0

(iter 1 ): LQD sigma: 44.03715 

(iter 1 ): Tanh Estimates
                                                                       SLD        PSL         UP   Catholic      Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  5.55754268  1.9028300  1.7559492 -6.8591503  2.8962793      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -6.39955018 -7.7150137 -3.6103880 -3.7724504 -5.2754757      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                                0.58209601  0.8718293  0.7826437  1.7029678  0.6250274      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.44349833  0.5055215  0.7131597  0.3777858  0.8455486      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.03793390 -1.5783994 -1.8034632  2.3239869  0.1780236      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.38243573 -0.3502569 -0.2799399 -0.3441805 -0.4003512      0
Age/Age/Age/Age/Age/NA                                          0.08024287  0.4025595  0.3616077  1.8326269  0.4971663      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.52377277  1.9793608  0.8997640 -0.1019987 -0.1019987      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         -0.10199871  2.1845361 -0.1019987  0.0000000  0.0000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.9425573  0.0000000  0.0000000  0.0000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000 -0.1019987  0.0000000  0.0000000  0.0000000      0

(iter 1 ): Tanh Sandwich SEs
                                                                      SLD        PSL        UP  Catholic      Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA 2.14590104 3.68932864 2.3299743 3.8359267 2.04122404      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                2.32103296 3.16080550 1.5428976 2.6026401 1.71540263      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                               0.86216288 1.27020259 0.7985244 1.3868707 0.93208013      0
SOE/SOE/SOE/SOE/SOE/NA                                         0.34413000 0.40003256 0.2395601 0.5422353 0.30343900      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      0.40637672 0.52088120 0.4138359 0.5994840 0.40299696      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           0.09386559 0.11400676 0.0752361 0.1515936 0.08709103      0
Age/Age/Age/Age/Age/NA                                         0.36699930 0.65296386 0.3708162 0.5940278 0.32513681      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA        0.04311747 0.91190838 0.1174292 0.1735887 0.17358871      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         0.17358871 0.78776929 0.1735887 0.0000000 0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                      0.00000000 0.07247311 0.0000000 0.0000000 0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                      0.00000000 0.17358871 0.0000000 0.0000000 0.00000000      0

(iter 1 ): TANH sigma: 36.34192 


**********************************

Iteration: 2 
using LQD sigma provided by Tanh.


Thu Mar  4 16:12:37 2004
Domains:
 -2.223017e+01   <=  X1   <=    3.334526e+01 
 -3.839730e+01   <=  X2   <=    2.559820e+01 
 -2.328384e+00   <=  X3   <=    3.492576e+00 
 -1.773993e+00   <=  X4   <=    2.660990e+00 
 -1.222760e+01   <=  X5   <=    8.151736e+00 
 -2.294614e+00   <=  X6   <=    1.529743e+00 
 -3.209715e-01   <=  X7   <=    4.814572e-01 
 -2.095091e+00   <=  X8   <=    3.142637e+00 
 -7.611320e+00   <=  X9   <=    1.141698e+01 
 -4.629008e+01   <=  X10  <=    3.086005e+01 
 -3.487317e+00   <=  X11  <=    5.230976e+00 
 -2.022086e+00   <=  X12  <=    3.033129e+00 
 -9.470396e+00   <=  X13  <=    6.313598e+00 
 -2.101541e+00   <=  X14  <=    1.401027e+00 
 -1.610238e+00   <=  X15  <=    2.415357e+00 
 -7.917443e+00   <=  X16  <=    1.187616e+01 
 -8.738145e+00   <=  X17  <=    1.310722e+01 
 -3.770229e+00   <=  X18  <=    5.655344e+00 
 -7.023797e+00   <=  X19  <=    1.053570e+01 
 -2.166233e+01   <=  X20  <=    1.444155e+01 
 -3.130575e+00   <=  X21  <=    4.695862e+00 
 -2.852639e+00   <=  X22  <=    4.278958e+00 
 -1.082078e+01   <=  X23  <=    7.213853e+00 
 -1.679639e+00   <=  X24  <=    1.119760e+00 
 -1.446431e+00   <=  X25  <=    2.169646e+00 
 -3.599056e+00   <=  X26  <=    5.398584e+00 
 -4.115490e+01   <=  X27  <=    2.743660e+01 
 -2.263470e+01   <=  X28  <=    1.508980e+01 
 -6.811871e+00   <=  X29  <=    1.021781e+01 
 -1.511143e+00   <=  X30  <=    2.266715e+00 
 -9.295948e+00   <=  X31  <=    1.394392e+01 
 -2.065083e+00   <=  X32  <=    1.376722e+00 
 -7.330508e+00   <=  X33  <=    1.099576e+01 
 -1.158512e+01   <=  X34  <=    1.737768e+01 
 -3.165285e+01   <=  X35  <=    2.110190e+01 
 -2.500110e+00   <=  X36  <=    3.750165e+00 
 -3.382194e+00   <=  X37  <=    5.073292e+00 
 -7.120943e-01   <=  X38  <=    1.068142e+00 
 -2.402107e+00   <=  X39  <=    1.601405e+00 
 -1.988665e+00   <=  X40  <=    2.982998e+00 
 -6.119923e-01   <=  X41  <=    4.079949e-01 

WARNING: Operator 6 (Multiple Point Simple Crossover) may only be started
WARNING: an even number of times.  I am increasing this operator by one.

WARNING: Operator 8 (Heuristic Crossover) may only be started
WARNING: an even number of times.  I am increasing this operator by one.

Data Type: Floating Point
Operators (code number, name, population) 
	(1) Cloning........................... 	122
	(2) Uniform Mutation.................. 	125
	(3) Boundary Mutation................. 	125
	(4) Non-Uniform Mutation.............. 	125
	(5) Polytope Crossover................ 	125
	(6) Multiple Point Simple Crossover... 	126
	(7) Whole Non-Uniform Mutation........ 	125
	(8) Heuristic Crossover............... 	126
	(9) Local-Minimum Crossover........... 	0

SOFT Maximum Number of Generations: 100
Maximum Nonchanging Generations: 10
Population size       : 1000
Convergence Tolerance: 1.000000e-07

Using the BFGS Derivative Based Optimizer on the Best Individual Each Generation.
Not Checking Gradients before Stoping
Using Out of Bounds Individuals.



Minimization Problem.



STARTING VALUES


The 2 best initial individuals are
 5.56	-6.40	 0.58	 0.44	-2.04	-0.38	 0.08	 0.52	 1.90	-7.72	 0.87	 0.51	-1.58	-0.35	 0.40	 1.98	 2.18	 0.94	 1.76	-3.61	 0.78	 0.71	-1.80	-0.28	 0.36	 0.90	-6.86	-3.77	 1.70	 0.38	 2.32	-0.34	 1.83	 2.90	-5.28	 0.63	 0.85	 0.18	-0.40	 0.50	-0.10	
fitness = 4.438153e+01

23.44	-12.14	 0.15	 2.06	 0.06	-2.26	 0.27	 1.82	 1.34	 0.78	 3.61	-1.25	-8.76	 0.41	 0.49	 6.09	-5.83	 5.33	 6.16	11.17	-1.83	 3.63	 4.63	-0.42	-1.25	-0.37	-24.54	-7.77	 8.08	 1.74	-7.23	-0.72	-2.71	13.35	-18.50	 0.04	 2.81	-0.30	-1.52	 1.33	-0.44	
fitness = 8.674472e+02


The worst fit of the population is: 4.764090e+20




Generation#	    Solution Value

      0 	4.438153e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
      1 	4.436139e+01
      2 	4.433099e+01
XXX
XXX
XXX
      4 	4.430697e+01
XXX
XXX
XXX
      5 	4.426026e+01
      6 	4.423968e+01
      7 	4.420625e+01
      8 	4.419102e+01
      9 	4.417718e+01
XXX
XXX
XXX
     10 	4.416254e+01
     11 	4.415162e+01
     12 	4.414868e+01
XXX
XXX
XXX
XXX
XXX
XXX
     13 	4.413786e+01
     14 	4.411138e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     15 	4.410741e+01
     16 	4.410272e+01
     17 	4.410023e+01
XXX
     18 	4.409394e+01
XXX
XXX
XXX
XXX
XXX
XXX
     19 	4.380797e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     21 	4.368306e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     22 	4.367756e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     23 	4.366494e+01
     24 	4.366494e+01
     25 	4.366329e+01
     26 	4.366280e+01
     27 	4.366074e+01
     28 	4.365684e+01
     29 	4.365679e+01
     30 	4.365662e+01
     31 	4.365596e+01
XXX
XXX
XXX
XXX
     32 	4.365575e+01
     33 	4.365572e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     34 	4.365552e+01
     35 	4.365507e+01
     36 	4.365473e+01
     37 	4.365468e+01
     38 	4.365466e+01
     39 	4.365466e+01
     40 	4.365458e+01
     41 	4.365456e+01
     42 	4.365455e+01
     43 	4.365447e+01
     44 	4.365440e+01
     45 	4.365411e+01
     46 	4.365342e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     47 	4.365053e+01
     48 	4.364857e+01
     49 	4.364660e+01
     51 	4.364660e+01
     52 	4.364655e+01
     53 	4.364649e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     54 	4.364635e+01
XXX
     55 	4.364587e+01
XXX
XXX
XXX
XXX
     56 	4.364575e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     57 	4.364569e+01
     58 	4.364569e+01
     59 	4.364569e+01
     60 	4.364569e+01
     61 	4.364569e+01
     62 	4.364569e+01
     63 	4.364569e+01
     64 	4.364568e+01
     65 	4.364568e+01
XXX
     66 	4.364567e+01
     67 	4.364566e+01
     68 	4.364565e+01
     69 	4.364565e+01
     70 	4.364563e+01
     71 	4.364561e+01
     72 	4.364560e+01
     73 	4.364557e+01
XXX
XXX
     74 	4.364554e+01
     75 	4.364552e+01
     76 	4.364540e+01
     77 	4.364533e+01
     78 	4.364531e+01
     79 	4.364526e+01
     80 	4.364523e+01
     81 	4.364523e+01
     82 	4.364522e+01
     83 	4.364521e+01
     84 	4.364520e+01
     85 	4.364520e+01
     86 	4.364520e+01
     87 	4.364520e+01
     88 	4.364520e+01
     89 	4.364520e+01
     90 	4.364520e+01
     91 	4.364520e+01
     92 	4.364520e+01
     93 	4.364520e+01
     94 	4.364520e+01
     95 	4.364520e+01
     96 	4.364520e+01
     97 	4.364520e+01
     98 	4.364520e+01
     99 	4.364520e+01
    100 	4.364520e+01

Increasing Soft Maximum Generation Limit by 100 (MaxGenerations) to 200.
I'm doing this because the fitness is still improving.

    101 	4.364520e+01
    102 	4.364520e+01
    103 	4.364520e+01
    104 	4.364520e+01
    105 	4.364520e+01
    106 	4.364520e+01

Soft Generation Wait Limit Hit.
No Improvement in 10 Generations

Best Fit Found at Generation 106
Fit Value = 4.364520e+01


Parameters at the Solution (value, gradient):

 X[ 1] :	5.557500e+00	G[ 1] :	-1.486696e+02
 X[ 2] :	-6.399384e+00	G[ 2] :	-2.996373e+00
 X[ 3] :	5.817438e-01	G[ 3] :	-1.911209e+01
 X[ 4] :	4.505514e-01	G[ 4] :	-1.397415e+01
 X[ 5] :	-2.037934e+00	G[ 5] :	-1.556838e+02
 X[ 6] :	-3.823142e-01	G[ 6] :	-1.491872e+03
 X[ 7] :	8.002745e-02	G[ 7] :	-6.339315e+02
 X[ 8] :	5.948064e-01	G[ 8] :	0.000000e+00
 X[ 9] :	1.737356e+00	G[ 9] :	9.416882e+01
 X[10] :	-7.714557e+00	G[10] :	9.156583e+00
 X[11] :	8.719142e-01	G[11] :	2.106768e+01
 X[12] :	5.057798e-01	G[12] :	1.853741e+01
 X[13] :	-1.299284e+00	G[13] :	3.327413e+01
 X[14] :	-3.500102e-01	G[14] :	1.137029e+03
 X[15] :	4.025390e-01	G[15] :	4.301300e+02
 X[16] :	1.979373e+00	G[16] :	-2.480504e+01
 X[17] :	2.184485e+00	G[17] :	-2.656900e+01
 X[18] :	9.678359e-01	G[18] :	0.000000e+00
 X[19] :	1.755962e+00	G[19] :	-2.261877e+02
 X[20] :	-3.610398e+00	G[20] :	-1.470420e+01
 X[21] :	7.826179e-01	G[21] :	-9.836849e+00
 X[22] :	7.131644e-01	G[22] :	-1.108930e+02
 X[23] :	-1.803454e+00	G[23] :	-1.310343e+02
 X[24] :	-2.799593e-01	G[24] :	-2.478867e+03
 X[25] :	3.616843e-01	G[25] :	-9.683237e+02
 X[26] :	8.189698e-01	G[26] :	0.000000e+00
 X[27] :	-6.859165e+00	G[27] :	2.095973e+01
 X[28] :	-3.772051e+00	G[28] :	1.246594e+00
 X[29] :	1.702742e+00	G[29] :	5.472705e-01
 X[30] :	3.777605e-01	G[30] :	1.075110e+01
 X[31] :	2.323972e+00	G[31] :	1.318427e+01
 X[32] :	-3.441559e-01	G[32] :	2.290955e+02
 X[33] :	1.832530e+00	G[33] :	9.141949e+01
 X[34] :	2.896287e+00	G[34] :	1.609326e+02
 X[35] :	-5.275452e+00	G[35] :	9.683444e+00
 X[36] :	6.250707e-01	G[36] :	-6.972836e+00
 X[37] :	8.241224e-01	G[37] :	9.650900e+01
 X[38] :	1.938661e-01	G[38] :	9.981183e+01
 X[39] :	-4.001924e-01	G[39] :	-2.702140e+01
 X[40] :	4.973687e-01	G[40] :	7.235920e+02
 X[41] :	4.655077e-02	G[41] :	0.000000e+00

Solution Found Generation 106
Number of Generations Run 106


Thu Mar  4 16:17:49 2004
Total run time : 0 hours 5 minutes and 12 seconds

(iter 2 ): LQD Results:
                                                                       SLD         PSL          UP    Catholic       Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  5.55749992  1.73735633  1.75596236 -6.85916473  2.89628748      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -6.39938361 -7.71455732 -3.61039828 -3.77205100 -5.27545233      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                                0.58174385  0.87191422  0.78261789  1.70274212  0.62507071      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.45055135  0.50577979  0.71316440  0.37776047  0.82412235      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.03793448 -1.29928422 -1.80345427  2.32397222  0.19386613      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.38231420 -0.35001023 -0.27995926 -0.34415587 -0.40019237      0
Age/Age/Age/Age/Age/NA                                          0.08002745  0.40253900  0.36168425  1.83253016  0.49736868      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.59480640  1.97937311  0.81896979  0.04655077  0.04655077      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                          0.04655077  2.18448535  0.04655077  0.00000000  0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.96783588  0.00000000  0.00000000  0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000  0.04655077  0.00000000  0.00000000  0.00000000      0

(iter 2 ): LQD sigma: 43.6452 

(iter 2 ): Tanh Estimates
                                                                       SLD         PSL          UP    Catholic       Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  5.52515802  1.68942089  1.75612514 -6.90967564  2.95762443      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -6.45452859 -7.75496221 -3.62176428 -3.73230163 -5.24037528      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                                0.62321274  0.91895253  0.78977282  1.81623505  0.57038615      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.46616400  0.51605188  0.71496134  0.41050099  0.80825993      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.02885291 -1.32593683 -1.80061028  2.35737528  0.17722172      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.38236680 -0.34836639 -0.27944632 -0.34222148 -0.40085919      0
Age/Age/Age/Age/Age/NA                                          0.08404653  0.41039245  0.35979764  1.82758419  0.48951546      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.52559029  1.98206095  0.87148649  0.08000082  0.08000082      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                          0.08000082  2.18530222  0.08000082  0.00000000  0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.94132146  0.00000000  0.00000000  0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000  0.08000082  0.00000000  0.00000000  0.00000000      0

(iter 2 ): Tanh Sandwich SEs
                                                                      SLD        PSL         UP  Catholic      Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA 2.15997974 3.60658793 2.34391675 3.8863285 2.07604062      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                2.33264510 3.28806195 1.55129964 2.6313280 1.70039548      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                               0.87272124 1.26113004 0.80329257 1.4000823 0.93887095      0
SOE/SOE/SOE/SOE/SOE/NA                                         0.34827241 0.39117263 0.24089745 0.5489233 0.30757964      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      0.40773102 0.50863451 0.41776328 0.6075433 0.40680122      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           0.09432803 0.11217552 0.07565534 0.1536745 0.08803872      0
Age/Age/Age/Age/Age/NA                                         0.36875675 0.63062547 0.37274335 0.5998361 0.33035842      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA        0.04235560 0.92566350 0.14194754 0.2107869 0.21078690      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         0.21078690 0.80922441 0.21078690 0.0000000 0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                      0.00000000 0.07050358 0.00000000 0.0000000 0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                      0.00000000 0.21078690 0.00000000 0.0000000 0.00000000      0

(iter 2 ): TANH sigma: 36.04315 


**********************************

Iteration: 3 
using LQD sigma provided by Tanh.


Thu Mar  4 16:17:51 2004
Domains:
 -2.210063e+01   <=  X1   <=    3.315095e+01 
 -3.872717e+01   <=  X2   <=    2.581811e+01 
 -2.492851e+00   <=  X3   <=    3.739276e+00 
 -1.864656e+00   <=  X4   <=    2.796984e+00 
 -1.217312e+01   <=  X5   <=    8.115412e+00 
 -2.294201e+00   <=  X6   <=    1.529467e+00 
 -3.361861e-01   <=  X7   <=    5.042792e-01 
 -2.102361e+00   <=  X8   <=    3.153542e+00 
 -6.757684e+00   <=  X9   <=    1.013653e+01 
 -4.652977e+01   <=  X10  <=    3.101985e+01 
 -3.675810e+00   <=  X11  <=    5.513715e+00 
 -2.064208e+00   <=  X12  <=    3.096311e+00 
 -7.955621e+00   <=  X13  <=    5.303747e+00 
 -2.090198e+00   <=  X14  <=    1.393466e+00 
 -1.641570e+00   <=  X15  <=    2.462355e+00 
 -7.928244e+00   <=  X16  <=    1.189237e+01 
 -8.741209e+00   <=  X17  <=    1.311181e+01 
 -3.765286e+00   <=  X18  <=    5.647929e+00 
 -7.024501e+00   <=  X19  <=    1.053675e+01 
 -2.173059e+01   <=  X20  <=    1.448706e+01 
 -3.159091e+00   <=  X21  <=    4.738637e+00 
 -2.859845e+00   <=  X22  <=    4.289768e+00 
 -1.080366e+01   <=  X23  <=    7.202441e+00 
 -1.676678e+00   <=  X24  <=    1.117785e+00 
 -1.439191e+00   <=  X25  <=    2.158786e+00 
 -3.485946e+00   <=  X26  <=    5.228919e+00 
 -4.145805e+01   <=  X27  <=    2.763870e+01 
 -2.239381e+01   <=  X28  <=    1.492921e+01 
 -7.264940e+00   <=  X29  <=    1.089741e+01 
 -1.642004e+00   <=  X30  <=    2.463006e+00 
 -9.429501e+00   <=  X31  <=    1.414425e+01 
 -2.053329e+00   <=  X32  <=    1.368886e+00 
 -7.310337e+00   <=  X33  <=    1.096551e+01 
 -1.183050e+01   <=  X34  <=    1.774575e+01 
 -3.144225e+01   <=  X35  <=    2.096150e+01 
 -2.281545e+00   <=  X36  <=    3.422317e+00 
 -3.233040e+00   <=  X37  <=    4.849560e+00 
 -7.088869e-01   <=  X38  <=    1.063330e+00 
 -2.405155e+00   <=  X39  <=    1.603437e+00 
 -1.958062e+00   <=  X40  <=    2.937093e+00 
 -3.200033e-01   <=  X41  <=    4.800049e-01 

WARNING: Operator 6 (Multiple Point Simple Crossover) may only be started
WARNING: an even number of times.  I am increasing this operator by one.

WARNING: Operator 8 (Heuristic Crossover) may only be started
WARNING: an even number of times.  I am increasing this operator by one.

Data Type: Floating Point
Operators (code number, name, population) 
	(1) Cloning........................... 	122
	(2) Uniform Mutation.................. 	125
	(3) Boundary Mutation................. 	125
	(4) Non-Uniform Mutation.............. 	125
	(5) Polytope Crossover................ 	125
	(6) Multiple Point Simple Crossover... 	126
	(7) Whole Non-Uniform Mutation........ 	125
	(8) Heuristic Crossover............... 	126
	(9) Local-Minimum Crossover........... 	0

SOFT Maximum Number of Generations: 100
Maximum Nonchanging Generations: 10
Population size       : 1000
Convergence Tolerance: 1.000000e-07

Using the BFGS Derivative Based Optimizer on the Best Individual Each Generation.
Not Checking Gradients before Stoping
Using Out of Bounds Individuals.



Minimization Problem.



STARTING VALUES


The 2 best initial individuals are
 5.53	-6.45	 0.62	 0.47	-2.03	-0.38	 0.08	 0.53	 1.69	-7.75	 0.92	 0.52	-1.33	-0.35	 0.41	 1.98	 2.19	 0.94	 1.76	-3.62	 0.79	 0.71	-1.80	-0.28	 0.36	 0.87	-6.91	-3.73	 1.82	 0.41	 2.36	-0.34	 1.83	 2.96	-5.24	 0.57	 0.81	 0.18	-0.40	 0.49	 0.08	
fitness = 4.418099e+01

-14.45	-1.50	 3.21	 1.03	 4.11	 0.42	 0.31	 1.35	-2.11	19.84	-3.26	 1.04	-7.57	-0.62	 2.16	-3.02	 4.91	 1.38	10.15	-10.06	 3.26	 0.98	-1.84	-0.72	-0.99	-1.14	15.05	-20.14	 0.28	 1.65	-4.79	-1.18	 0.54	-8.25	 1.25	 1.44	-2.45	 0.38	 0.24	 1.84	-0.00	
fitness = 1.215646e+03


The worst fit of the population is: 4.239379e+22




Generation#	    Solution Value

      0 	4.418099e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
      1 	4.402679e+01
XXX
      2 	4.398087e+01
XXX
XXX
XXX
XXX
XXX
XXX
      3 	4.393814e+01
XXX
      4 	4.390780e+01
XXX
XXX
XXX
XXX
XXX
      5 	4.389200e+01
XXX
      6 	4.386500e+01
XXX
XXX
      8 	4.386500e+01
XXX
      9 	4.386500e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     10 	4.371726e+01
     11 	4.369460e+01
XXX
     12 	4.366648e+01
XXX
     13 	4.365850e+01
XXX
XXX
XXX
XXX
XXX
XXX
     14 	4.364594e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     15 	4.360202e+01
XXX
XXX
XXX
     17 	4.357525e+01
XXX
XXX
XXX
XXX
     18 	4.357185e+01
     19 	4.356543e+01
     20 	4.355196e+01
     21 	4.355188e+01
     22 	4.355180e+01
     23 	4.355174e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     24 	4.354963e+01
     25 	4.353886e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     26 	4.352000e+01
     27 	4.351976e+01
XXX
XXX
XXX
XXX
     28 	4.351950e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     29 	4.351912e+01
     30 	4.351794e+01
     31 	4.351171e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     32 	4.351012e+01
     33 	4.350832e+01
     34 	4.350548e+01
     35 	4.350475e+01
     36 	4.350437e+01
     37 	4.350416e+01
     38 	4.350378e+01
     39 	4.350376e+01
XXX
XXX
XXX
     40 	4.350073e+01
     41 	4.349398e+01
     42 	4.349173e+01
     43 	4.349172e+01
     44 	4.349172e+01
     45 	4.349172e+01
     46 	4.349172e+01
     47 	4.349172e+01
     48 	4.349172e+01
     49 	4.349172e+01
     50 	4.349172e+01
     51 	4.349169e+01
     52 	4.349166e+01
     53 	4.349163e+01
     54 	4.349163e+01
     55 	4.349162e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     56 	4.349143e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     57 	4.349030e+01
XXX
XXX
XXX
XXX
XXX
     58 	4.348765e+01
     59 	4.348695e+01
XXX
     60 	4.348631e+01
     61 	4.348629e+01
     62 	4.348621e+01
     63 	4.348537e+01
     64 	4.348378e+01
     65 	4.348262e+01
     66 	4.348108e+01
XXX
     67 	4.347802e+01
     68 	4.347589e+01
     69 	4.347588e+01
XXX
XXX
XXX
XXX
     70 	4.347508e+01
XXX
     71 	4.347494e+01
     72 	4.347492e+01
     73 	4.347484e+01
     74 	4.347480e+01
     75 	4.347479e+01
     76 	4.347472e+01
     77 	4.347463e+01
     78 	4.347457e+01
XXX
     79 	4.347455e+01
     80 	4.347454e+01
     81 	4.347454e+01
     82 	4.347453e+01
     83 	4.347452e+01
     84 	4.347452e+01
     85 	4.347452e+01
     86 	4.347451e+01
     87 	4.347450e+01
     88 	4.347450e+01
     89 	4.347448e+01
     90 	4.347448e+01
     91 	4.347447e+01
     92 	4.347447e+01
     93 	4.347447e+01
     94 	4.347447e+01
     95 	4.347447e+01
     96 	4.347447e+01
     97 	4.347447e+01
     98 	4.347447e+01
     99 	4.347447e+01
    100 	4.347447e+01

Increasing Soft Maximum Generation Limit by 100 (MaxGenerations) to 200.
I'm doing this because the fitness is still improving.

    101 	4.347447e+01
    102 	4.347447e+01
    103 	4.347443e+01
    104 	4.347441e+01
    105 	4.347390e+01
XXX
XXX
XXX
XXX
XXX
XXX
    106 	4.347373e+01
    107 	4.346981e+01
XXX
XXX
XXX
XXX
    108 	4.346712e+01
    110 	4.346696e+01
XXX
XXX
    111 	4.346526e+01
    112 	4.346518e+01
    113 	4.346441e+01
    114 	4.346435e+01
    115 	4.346425e+01
    116 	4.346425e+01
XXX
XXX
XXX
XXX
    117 	4.346360e+01
    119 	4.346359e+01
    120 	4.346359e+01
    121 	4.346359e+01
    122 	4.346357e+01
XXX
XXX
    123 	4.346356e+01
    124 	4.346352e+01
XXX
XXX
XXX
    125 	4.346350e+01
XXX
XXX
XXX
    126 	4.346349e+01
    127 	4.346346e+01
    128 	4.346316e+01
    129 	4.346311e+01
XXX
XXX
    130 	4.346301e+01
    131 	4.346236e+01
    132 	4.346222e+01
XXX
XXX
    133 	4.346192e+01
    134 	4.346183e+01
    135 	4.346176e+01
    136 	4.346168e+01
    137 	4.346163e+01

WARNING: Turning Off MemoryMatrix because memory usage is too great.

    138 	4.346160e+01
    139 	4.346160e+01
    140 	4.346160e+01
    141 	4.346157e+01
    142 	4.346156e+01
    143 	4.346156e+01
    144 	4.346156e+01
    145 	4.346156e+01
    146 	4.346156e+01
    147 	4.346156e+01
    148 	4.346156e+01
XXX
XXX
    149 	4.346156e+01
    150 	4.346150e+01
    151 	4.346150e+01
    152 	4.346147e+01
    153 	4.346089e+01
    154 	4.346038e+01
    155 	4.346016e+01
    156 	4.345969e+01
    157 	4.345960e+01
    158 	4.345941e+01
    159 	4.345938e+01
    160 	4.345936e+01
    161 	4.345934e+01
    162 	4.345933e+01
    164 	4.345933e+01
    165 	4.345931e+01
    166 	4.345929e+01
    167 	4.345926e+01
    168 	4.345926e+01
    169 	4.345926e+01
    170 	4.345926e+01
    171 	4.345926e+01
    172 	4.345925e+01
    173 	4.345925e+01
    174 	4.345925e+01
    175 	4.345925e+01
    176 	4.345925e+01
    177 	4.345925e+01
    178 	4.345925e+01
    179 	4.345925e+01
    180 	4.345925e+01
    181 	4.345925e+01
    182 	4.345924e+01
XXX
XXX
XXX
XXX
    183 	4.345921e+01
    184 	4.345920e+01
    185 	4.345920e+01
    186 	4.345920e+01
    187 	4.345920e+01
    188 	4.345920e+01
    189 	4.345920e+01
    190 	4.345919e+01
    191 	4.345919e+01
    192 	4.345919e+01
    193 	4.345919e+01
    194 	4.345919e+01
    195 	4.345919e+01
    196 	4.345919e+01
    197 	4.345919e+01
    198 	4.345919e+01
    199 	4.345919e+01
    200 	4.345919e+01

Best Fit Found at Generation 200
Fit Value = 4.345919e+01


Parameters at the Solution (value, gradient):

 X[ 1] :	5.524888e+00	G[ 1] :	-1.879381e+02
 X[ 2] :	-6.458164e+00	G[ 2] :	-1.310978e+01
 X[ 3] :	6.229361e-01	G[ 3] :	-3.823555e+01
 X[ 4] :	4.660322e-01	G[ 4] :	-1.216528e+01
 X[ 5] :	-2.028469e+00	G[ 5] :	-1.149626e+02
 X[ 6] :	-3.806666e-01	G[ 6] :	-2.150778e+03
 X[ 7] :	8.475021e-02	G[ 7] :	-8.042797e+02
 X[ 8] :	5.767557e-01	G[ 8] :	0.000000e+00
 X[ 9] :	1.689086e+00	G[ 9] :	1.354386e+02
 X[10] :	-7.755185e+00	G[10] :	7.582329e+00
 X[11] :	9.174404e-01	G[11] :	3.854861e+01
 X[12] :	5.159326e-01	G[12] :	6.582682e+00
 X[13] :	-1.325993e+00	G[13] :	6.765367e+01
 X[14] :	-3.460115e-01	G[14] :	1.589179e+03
 X[15] :	4.110817e-01	G[15] :	1.331070e+01
 X[16] :	1.981825e+00	G[16] :	1.736741e+01
 X[17] :	2.185140e+00	G[17] :	4.512551e+01
 X[18] :	9.446659e-01	G[18] :	0.000000e+00
 X[19] :	1.756415e+00	G[19] :	3.586361e+01
 X[20] :	-3.621756e+00	G[20] :	6.674150e+00
 X[21] :	7.898389e-01	G[21] :	1.232453e+01
 X[22] :	7.145863e-01	G[22] :	-2.343946e+00
 X[23] :	-1.801077e+00	G[23] :	1.527463e+01
 X[24] :	-2.776580e-01	G[24] :	4.588382e+02
 X[25] :	3.598842e-01	G[25] :	1.310148e+02
 X[26] :	8.436241e-01	G[26] :	0.000000e+00
 X[27] :	-6.909238e+00	G[27] :	7.869126e+00
 X[28] :	-3.203133e+00	G[28] :	7.106838e-02
 X[29] :	1.816762e+00	G[29] :	2.666490e-01
 X[30] :	4.092750e-01	G[30] :	1.770001e+00
 X[31] :	2.357664e+00	G[31] :	6.873550e+00
 X[32] :	-3.421286e-01	G[32] :	6.835247e+01
 X[33] :	1.828733e+00	G[33] :	2.713409e+01
 X[34] :	2.957058e+00	G[34] :	5.338966e+01
 X[35] :	-5.240609e+00	G[35] :	-5.559529e-01
 X[36] :	7.085411e-01	G[36] :	-6.050133e-01
 X[37] :	8.078365e-01	G[37] :	2.412609e+01
 X[38] :	1.768130e-01	G[38] :	3.432741e+01
 X[39] :	-4.018296e-01	G[39] :	-2.161859e+02
 X[40] :	4.912853e-01	G[40] :	-7.026979e+00
 X[41] :	-5.017942e-02	G[41] :	0.000000e+00

Solution Found Generation 200
Number of Generations Run 200


Thu Mar  4 16:28:01 2004
Total run time : 0 hours 10 minutes and 10 seconds

(iter 3 ): LQD Results:
                                                                       SLD         PSL          UP    Catholic       Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  5.52488756  1.68908570  1.75641528 -6.90923785  2.95705790      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -6.45816394 -7.75518468 -3.62175551 -3.20313298 -5.24060906      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                                0.62293607  0.91744039  0.78983892  1.81676156  0.70854106      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.46603221  0.51593259  0.71458626  0.40927503  0.80783647      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.02846947 -1.32599307 -1.80107666  2.35766411  0.17681305      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.38066656 -0.34601155 -0.27765804 -0.34212859 -0.40182957      0
Age/Age/Age/Age/Age/NA                                          0.08475021  0.41108169  0.35988420  1.82873309  0.49128527      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.57675567  1.98182471  0.84362410 -0.05017942 -0.05017942      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         -0.05017942  2.18514030 -0.05017942  0.00000000  0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.94466591  0.00000000  0.00000000  0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000 -0.05017942  0.00000000  0.00000000  0.00000000      0

(iter 3 ): LQD sigma: 43.45919 

(iter 3 ): Tanh Estimates
                                                                       SLD         PSL          UP    Catholic       Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  5.49722975  1.64686650  1.75499633 -6.95966134  3.00870852      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -6.50484875 -7.79140490 -3.63159414 -3.25120116 -5.21137431      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                                0.65658791  0.95613094  0.79531667  1.90882996  0.64065245      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.47897199  0.52416604  0.71586753  0.43517266  0.79444219      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.02098848 -1.34854172 -1.79853024  2.38649011  0.16277413      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.38093908 -0.34486350 -0.27742230 -0.34008866 -0.40220550      0
Age/Age/Age/Age/Age/NA                                          0.08812032  0.41782624  0.35845018  1.82527343  0.48436158      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.52717479  1.98420689  0.84723096 -0.00411873 -0.00411873      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         -0.00411873  2.18576130 -0.00411873  0.00000000  0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.94022941  0.00000000  0.00000000  0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000 -0.00411873  0.00000000  0.00000000  0.00000000      0

(iter 3 ): Tanh Sandwich SEs
                                                                      SLD        PSL        UP  Catholic     Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA 2.29652772 3.76849732 2.4084495 3.8106810 2.1457711      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                2.43669596 3.44806533 1.7035657 2.6361171 1.7066095      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                               0.91577399 1.31431364 0.8303401 1.4189631 0.9538468      0
SOE/SOE/SOE/SOE/SOE/NA                                         0.36475385 0.41299028 0.2482337 0.5292017 0.3138125      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      0.42175786 0.51479921 0.4182271 0.5835488 0.4071574      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           0.09739267 0.11353291 0.0768171 0.1514189 0.0887751      0
Age/Age/Age/Age/Age/NA                                         0.39704318 0.66363114 0.3943271 0.5944656 0.3472059      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA        0.04251301 0.92191735 0.1248157 0.2152562 0.2152562      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         0.21525622 0.80711954 0.2152562 0.0000000 0.0000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                      0.00000000 0.07012248 0.0000000 0.0000000 0.0000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                      0.00000000 0.21525622 0.0000000 0.0000000 0.0000000      0

(iter 3 ): TANH sigma: 36.0018 


**********************************

Iteration: 4 
using LQD sigma provided by Tanh.


Thu Mar  4 16:28:03 2004
Domains:
 -2.198892e+01   <=  X1   <=    3.298338e+01 
 -3.902909e+01   <=  X2   <=    2.601939e+01 
 -2.626352e+00   <=  X3   <=    3.939527e+00 
 -1.915888e+00   <=  X4   <=    2.873832e+00 
 -1.212593e+01   <=  X5   <=    8.083954e+00 
 -2.285634e+00   <=  X6   <=    1.523756e+00 
 -3.524813e-01   <=  X7   <=    5.287219e-01 
 -2.108699e+00   <=  X8   <=    3.163049e+00 
 -6.587466e+00   <=  X9   <=    9.881199e+00 
 -4.674843e+01   <=  X10  <=    3.116562e+01 
 -3.824524e+00   <=  X11  <=    5.736786e+00 
 -2.096664e+00   <=  X12  <=    3.144996e+00 
 -8.091250e+00   <=  X13  <=    5.394167e+00 
 -2.069181e+00   <=  X14  <=    1.379454e+00 
 -1.671305e+00   <=  X15  <=    2.506957e+00 
 -7.936828e+00   <=  X16  <=    1.190524e+01 
 -8.743045e+00   <=  X17  <=    1.311457e+01 
 -3.760918e+00   <=  X18  <=    5.641376e+00 
 -7.019985e+00   <=  X19  <=    1.052998e+01 
 -2.178956e+01   <=  X20  <=    1.452638e+01 
 -3.181267e+00   <=  X21  <=    4.771900e+00 
 -2.863470e+00   <=  X22  <=    4.295205e+00 
 -1.079118e+01   <=  X23  <=    7.194121e+00 
 -1.664534e+00   <=  X24  <=    1.109689e+00 
 -1.433801e+00   <=  X25  <=    2.150701e+00 
 -3.388924e+00   <=  X26  <=    5.083386e+00 
 -4.175797e+01   <=  X27  <=    2.783865e+01 
 -1.950721e+01   <=  X28  <=    1.300480e+01 
 -7.635320e+00   <=  X29  <=    1.145298e+01 
 -1.740691e+00   <=  X30  <=    2.611036e+00 
 -9.545960e+00   <=  X31  <=    1.431894e+01 
 -2.040532e+00   <=  X32  <=    1.360355e+00 
 -7.301094e+00   <=  X33  <=    1.095164e+01 
 -1.203483e+01   <=  X34  <=    1.805225e+01 
 -3.126825e+01   <=  X35  <=    2.084550e+01 
 -2.562610e+00   <=  X36  <=    3.843915e+00 
 -3.177769e+00   <=  X37  <=    4.766653e+00 
 -6.510965e-01   <=  X38  <=    9.766448e-01 
 -2.413233e+00   <=  X39  <=    1.608822e+00 
 -1.937446e+00   <=  X40  <=    2.906169e+00 
 -2.471238e-02   <=  X41  <=    1.647492e-02 

WARNING: Operator 6 (Multiple Point Simple Crossover) may only be started
WARNING: an even number of times.  I am increasing this operator by one.

WARNING: Operator 8 (Heuristic Crossover) may only be started
WARNING: an even number of times.  I am increasing this operator by one.

Data Type: Floating Point
Operators (code number, name, population) 
	(1) Cloning........................... 	122
	(2) Uniform Mutation.................. 	125
	(3) Boundary Mutation................. 	125
	(4) Non-Uniform Mutation.............. 	125
	(5) Polytope Crossover................ 	125
	(6) Multiple Point Simple Crossover... 	126
	(7) Whole Non-Uniform Mutation........ 	125
	(8) Heuristic Crossover............... 	126
	(9) Local-Minimum Crossover........... 	0

SOFT Maximum Number of Generations: 100
Maximum Nonchanging Generations: 10
Population size       : 1000
Convergence Tolerance: 1.000000e-07

Using the BFGS Derivative Based Optimizer on the Best Individual Each Generation.
Not Checking Gradients before Stoping
Using Out of Bounds Individuals.



Minimization Problem.



STARTING VALUES


The 2 best initial individuals are
 5.50	-6.50	 0.66	 0.48	-2.02	-0.38	 0.09	 0.53	 1.65	-7.79	 0.96	 0.52	-1.35	-0.34	 0.42	 1.98	 2.19	 0.94	 1.75	-3.63	 0.80	 0.72	-1.80	-0.28	 0.36	 0.85	-6.96	-3.25	 1.91	 0.44	 2.39	-0.34	 1.83	 3.01	-5.21	 0.64	 0.79	 0.16	-0.40	 0.48	-0.00	
fitness = 4.388091e+01

 0.64	-37.49	 0.48	 0.19	-2.24	-0.16	 0.14	 1.63	-3.04	 0.66	 0.27	 1.49	 0.98	 0.11	-0.36	 1.58	-0.86	 0.91	-4.23	12.96	-2.26	 2.27	-6.70	 0.12	 0.91	 1.47	-24.05	 6.36	 0.49	-1.03	-7.78	-0.46	 7.51	-8.48	-16.69	 3.39	-2.94	-0.52	 0.68	-0.80	-0.02	
fitness = 7.613846e+02


The worst fit of the population is: 4.454012e+20




Generation#	    Solution Value

      0 	4.388091e+01
XXX
      1 	4.383010e+01
XXX
      2 	4.381434e+01
XXX
XXX
      3 	4.379956e+01
XXX
XXX
XXX
XXX
      4 	4.376896e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
      5 	4.369752e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
      6 	4.350887e+01
XXX
      7 	4.348275e+01
XXX
XXX
XXX
XXX
      8 	4.348228e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
      9 	4.347941e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     10 	4.346654e+01
XXX
XXX
XXX
XXX
     11 	4.342179e+01
XXX
XXX
XXX
XXX
XXX
     12 	4.339919e+01
XXX
XXX
XXX
XXX
XXX
XXX
     13 	4.337878e+01
XXX
     14 	4.336512e+01
XXX
XXX
XXX
     15 	4.332065e+01
XXX
XXX
XXX
XXX
     16 	4.329323e+01
XXX
     17 	4.328595e+01
XXX
     18 	4.325569e+01
     19 	4.324906e+01
XXX
XXX
XXX
     20 	4.324741e+01
XXX
     21 	4.324707e+01
     22 	4.324435e+01
     23 	4.323925e+01
     24 	4.323809e+01
     25 	4.323786e+01
     26 	4.323604e+01
     27 	4.323604e+01
     28 	4.323604e+01
     29 	4.323604e+01
     30 	4.323604e+01
XXX
     31 	4.322375e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     32 	4.321609e+01
XXX
     33 	4.321387e+01
XXX
     34 	4.320530e+01
XXX
     35 	4.320351e+01
XXX
     36 	4.320333e+01
XXX
XXX
     37 	4.320114e+01
XXX
     38 	4.320114e+01
XXX
     39 	4.320114e+01
XXX
     40 	4.320114e+01
XXX
     41 	4.320114e+01
XXX
     42 	4.320114e+01
XXX
     43 	4.320040e+01
XXX
XXX
XXX
     44 	4.319977e+01
XXX
     45 	4.319962e+01
XXX
     46 	4.319961e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     47 	4.319958e+01
XXX
     48 	4.319957e+01
XXX
     49 	4.319956e+01
XXX
     50 	4.319955e+01
XXX
     51 	4.319955e+01
XXX
XXX
XXX
XXX
     52 	4.319872e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     53 	4.319043e+01
XXX
XXX
     55 	4.319016e+01
XXX
     56 	4.319001e+01
XXX
     57 	4.318990e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     58 	4.318694e+01
XXX
     59 	4.318606e+01
XXX
     60 	4.318544e+01
XXX
     61 	4.318503e+01
XXX
     62 	4.318470e+01
XXX
XXX
XXX
XXX
XXX
     63 	4.318293e+01
XXX
     64 	4.318111e+01
XXX
XXX
XXX
     65 	4.317924e+01
XXX
     66 	4.317921e+01
XXX
XXX
XXX
XXX
XXX
     67 	4.317887e+01
XXX
     68 	4.317849e+01
XXX
     69 	4.317782e+01
XXX
     70 	4.317763e+01
XXX
     71 	4.317744e+01
XXX
XXX
XXX
XXX
     72 	4.317597e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     73 	4.317587e+01
XXX
     74 	4.317586e+01
XXX
     75 	4.317586e+01
XXX
     76 	4.317586e+01
XXX
     77 	4.317586e+01
XXX
     78 	4.317586e+01
XXX
     79 	4.317586e+01
XXX
     80 	4.317586e+01
XXX
     81 	4.317586e+01
XXX
     82 	4.317586e+01
XXX
     83 	4.317586e+01
XXX
     84 	4.317586e+01
XXX
     85 	4.317586e+01
XXX
     86 	4.317586e+01
XXX
     87 	4.317586e+01
XXX
XXX
     88 	4.317585e+01
XXX
     89 	4.317584e+01
XXX
     90 	4.317584e+01
XXX
     91 	4.317584e+01
XXX
     92 	4.317584e+01
XXX
     93 	4.317584e+01
XXX
     94 	4.317584e+01
XXX
     95 	4.317583e+01
XXX
     96 	4.317583e+01
XXX
     97 	4.317580e+01
XXX
     98 	4.317580e+01
XXX
     99 	4.317580e+01
XXX
    100 	4.317580e+01

Increasing Soft Maximum Generation Limit by 100 (MaxGenerations) to 200.
I'm doing this because the fitness is still improving.

XXX
    101 	4.317580e+01
XXX
    102 	4.317580e+01
XXX
    103 	4.317580e+01
XXX
    104 	4.317580e+01
XXX
    105 	4.317580e+01
XXX
XXX
XXX
XXX
XXX

Soft Generation Wait Limit Hit.
No Improvement in 10 Generations

Best Fit Found at Generation 105
Fit Value = 4.317580e+01


Parameters at the Solution (value, gradient):

XXX
XXX
XXX
 X[ 1] :	5.497442e+00	G[ 1] :	1.436558e+01
 X[ 2] :	-6.504869e+00	G[ 2] :	-1.320149e+00
 X[ 3] :	6.617071e-01	G[ 3] :	3.078363e+01
 X[ 4] :	4.785523e-01	G[ 4] :	3.803085e+00
 X[ 5] :	-2.020979e+00	G[ 5] :	-2.640280e+01
 X[ 6] :	-3.802902e-01	G[ 6] :	9.114515e+01
 X[ 7] :	8.711496e-02	G[ 7] :	9.221372e+01
 X[ 8] :	5.686830e-01	G[ 8] :	0.000000e+00
 X[ 9] :	1.647037e+00	G[ 9] :	1.898202e+01
 X[10] :	-7.791199e+00	G[10] :	1.086499e+00
 X[11] :	9.206182e-01	G[11] :	-1.056008e+00
 X[12] :	5.220740e-01	G[12] :	3.159507e+00
 X[13] :	-1.348543e+00	G[13] :	1.934568e+01
 X[14] :	-3.436832e-01	G[14] :	1.990203e+02
 X[15] :	4.184362e-01	G[15] :	-2.326555e+00
 X[16] :	1.977660e+00	G[16] :	8.326694e+00
 X[17] :	2.185661e+00	G[17] :	1.651304e+01
 X[18] :	9.775923e-01	G[18] :	0.000000e+00
 X[19] :	1.754546e+00	G[19] :	4.286343e+01
 X[20] :	-3.631623e+00	G[20] :	-1.229488e-01
 X[21] :	7.954860e-01	G[21] :	1.022770e+01
 X[22] :	7.157213e-01	G[22] :	1.374109e+01
 X[23] :	-1.799035e+00	G[23] :	2.404739e+01
 X[24] :	-2.773288e-01	G[24] :	7.517951e+02
 X[25] :	3.577723e-01	G[25] :	8.785554e+01
 X[26] :	8.242206e-01	G[26] :	0.000000e+00
 X[27] :	-6.959856e+00	G[27] :	1.757937e+00
 X[28] :	-2.043245e+00	G[28] :	2.184893e-01
 X[29] :	1.909364e+00	G[29] :	-2.070442e+00
 X[30] :	3.817513e-01	G[30] :	1.348225e-01
 X[31] :	2.386414e+00	G[31] :	4.489446e+00
 X[32] :	-3.444124e-01	G[32] :	2.145040e+01
 X[33] :	1.816023e+00	G[33] :	5.334467e+00
 X[34] :	3.012082e+00	G[34] :	4.330663e+01
 X[35] :	-5.168827e+00	G[35] :	4.887348e+00
 X[36] :	6.422667e-01	G[36] :	-8.689059e+00
 X[37] :	7.949429e-01	G[37] :	2.974363e+00
 X[38] :	1.636355e-01	G[38] :	5.602365e+01
 X[39] :	-4.050057e-01	G[39] :	-5.205436e+01
 X[40] :	4.912528e-01	G[40] :	-1.236484e+02
 X[41] :	-2.339301e-02	G[41] :	0.000000e+00

Solution Found Generation 105
Number of Generations Run 110


Thu Mar  4 16:33:18 2004
Total run time : 0 hours 5 minutes and 15 seconds

(iter 4 ): LQD Results:
                                                                       SLD         PSL          UP    Catholic       Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  5.49744245  1.64703652  1.75454588 -6.95985645  3.01208199      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -6.50486875 -7.79119940 -3.63162335 -2.04324506 -5.16882722      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                                0.66170712  0.92061824  0.79548600  1.90936378  0.64226671      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.47855233  0.52207397  0.71572131  0.38175127  0.79494287      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.02097908 -1.34854306 -1.79903490  2.38641441  0.16363546      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.38029024 -0.34368319 -0.27732881 -0.34441243 -0.40500571      0
Age/Age/Age/Age/Age/NA                                          0.08711496  0.41843617  0.35777235  1.81602318  0.49125281      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.56868302  1.97766047  0.82422061 -0.02339301 -0.02339301      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         -0.02339301  2.18566145 -0.02339301  0.00000000  0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.97759233  0.00000000  0.00000000  0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000 -0.02339301  0.00000000  0.00000000  0.00000000      0

(iter 4 ): LQD sigma: 43.1758 

(iter 4 ): Tanh Estimates
                                                                       SLD         PSL          UP    Catholic       Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  5.47413974  1.61005067  1.75342526 -6.99239160  3.05482515      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -6.54499257 -7.82482620 -3.63942641 -2.25486785 -5.15165449      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                                0.69146911  0.96080548  0.80191997  2.00533175  0.58462707      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.49042554  0.53010358  0.71733668  0.41803751  0.78348609      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.01408481 -1.36690923 -1.79634527  2.41629091  0.15159639      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.38057820 -0.34273030 -0.27707364 -0.34206615 -0.40485005      0
Age/Age/Age/Age/Age/NA                                          0.08977636  0.42374588  0.35631379  1.81024090  0.48435084      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.52855355  1.98066208  0.82622399  0.02097978  0.02097978      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                          0.02097978  2.18635475  0.02097978  0.00000000  0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.93923782  0.00000000  0.00000000  0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000  0.02097978  0.00000000  0.00000000  0.00000000      0

(iter 4 ): Tanh Sandwich SEs
                                                                      SLD        PSL         UP  Catholic      Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA 2.27837975 3.77441743 2.39377940 3.8568263 2.15885035      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                2.42123333 3.43398913 1.66088810 2.6940767 1.70580966      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                               0.90938774 1.30834279 0.82303395 1.3690871 0.95324110      0
SOE/SOE/SOE/SOE/SOE/NA                                         0.36234958 0.41393317 0.24594201 0.5303615 0.31358937      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      0.41807968 0.51044667 0.41743488 0.6194785 0.40495287      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           0.09689773 0.11324234 0.07652818 0.1589879 0.08921063      0
Age/Age/Age/Age/Age/NA                                         0.39297902 0.66511857 0.38826861 0.5835575 0.35031301      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA        0.04222325 0.91680273 0.11121732 0.2169134 0.21691341      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         0.21691341 0.80182365 0.21691341 0.0000000 0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                      0.00000000 0.06992679 0.00000000 0.0000000 0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                      0.00000000 0.21691341 0.00000000 0.0000000 0.00000000      0

(iter 4 ): TANH sigma: 36.02018 


**********************************

Iteration: 5 
using LQD sigma provided by Tanh.


Thu Mar  4 16:33:19 2004
Domains:
 -2.189656e+01   <=  X1   <=    3.284484e+01 
 -3.926996e+01   <=  X2   <=    2.617997e+01 
 -2.765876e+00   <=  X3   <=    4.148815e+00 
 -1.961702e+00   <=  X4   <=    2.942553e+00 
 -1.208451e+01   <=  X5   <=    8.056339e+00 
 -2.283469e+00   <=  X6   <=    1.522313e+00 
 -3.591055e-01   <=  X7   <=    5.386582e-01 
 -2.114214e+00   <=  X8   <=    3.171321e+00 
 -6.440203e+00   <=  X9   <=    9.660304e+00 
 -4.694896e+01   <=  X10  <=    3.129930e+01 
 -3.843222e+00   <=  X11  <=    5.764833e+00 
 -2.120414e+00   <=  X12  <=    3.180621e+00 
 -8.201455e+00   <=  X13  <=    5.467637e+00 
 -2.056382e+00   <=  X14  <=    1.370921e+00 
 -1.694984e+00   <=  X15  <=    2.542475e+00 
 -7.922648e+00   <=  X16  <=    1.188397e+01 
 -8.745419e+00   <=  X17  <=    1.311813e+01 
 -3.756951e+00   <=  X18  <=    5.635427e+00 
 -7.013701e+00   <=  X19  <=    1.052055e+01 
 -2.183656e+01   <=  X20  <=    1.455771e+01 
 -3.207680e+00   <=  X21  <=    4.811520e+00 
 -2.869347e+00   <=  X22  <=    4.304020e+00 
 -1.077807e+01   <=  X23  <=    7.185381e+00 
 -1.662442e+00   <=  X24  <=    1.108295e+00 
 -1.425255e+00   <=  X25  <=    2.137883e+00 
 -3.304896e+00   <=  X26  <=    4.957344e+00 
 -4.195435e+01   <=  X27  <=    2.796957e+01 
 -1.352921e+01   <=  X28  <=    9.019471e+00 
 -8.021327e+00   <=  X29  <=    1.203199e+01 
 -1.672150e+00   <=  X30  <=    2.508225e+00 
 -9.665164e+00   <=  X31  <=    1.449775e+01 
 -2.052397e+00   <=  X32  <=    1.368265e+00 
 -7.240964e+00   <=  X33  <=    1.086145e+01 
 -1.221930e+01   <=  X34  <=    1.832895e+01 
 -3.090993e+01   <=  X35  <=    2.060662e+01 
 -2.338508e+00   <=  X36  <=    3.507762e+00 
 -3.133944e+00   <=  X37  <=    4.700917e+00 
 -6.063856e-01   <=  X38  <=    9.095784e-01 
 -2.429100e+00   <=  X39  <=    1.619400e+00 
 -1.937403e+00   <=  X40  <=    2.906105e+00 
 -8.391913e-02   <=  X41  <=    1.258787e-01 

WARNING: Operator 6 (Multiple Point Simple Crossover) may only be started
WARNING: an even number of times.  I am increasing this operator by one.

WARNING: Operator 8 (Heuristic Crossover) may only be started
WARNING: an even number of times.  I am increasing this operator by one.

Data Type: Floating Point
Operators (code number, name, population) 
	(1) Cloning........................... 	122
	(2) Uniform Mutation.................. 	125
	(3) Boundary Mutation................. 	125
	(4) Non-Uniform Mutation.............. 	125
	(5) Polytope Crossover................ 	125
	(6) Multiple Point Simple Crossover... 	126
	(7) Whole Non-Uniform Mutation........ 	125
	(8) Heuristic Crossover............... 	126
	(9) Local-Minimum Crossover........... 	0

SOFT Maximum Number of Generations: 100
Maximum Nonchanging Generations: 10
Population size       : 1000
Convergence Tolerance: 1.000000e-07

Using the BFGS Derivative Based Optimizer on the Best Individual Each Generation.
Not Checking Gradients before Stoping
Using Out of Bounds Individuals.



Minimization Problem.



STARTING VALUES


The 2 best initial individuals are
 5.47	-6.54	 0.69	 0.49	-2.01	-0.38	 0.09	 0.53	 1.61	-7.82	 0.96	 0.53	-1.37	-0.34	 0.42	 1.98	 2.19	 0.94	 1.75	-3.64	 0.80	 0.72	-1.80	-0.28	 0.36	 0.83	-6.99	-2.25	 2.01	 0.42	 2.42	-0.34	 1.81	 3.05	-5.15	 0.58	 0.78	 0.15	-0.40	 0.48	 0.02	
fitness = 4.363116e+01

-4.89	-1.50	 3.54	 2.77	-8.12	 0.96	-0.07	-0.87	 9.14	-42.66	 0.58	-1.62	 3.78	-1.81	 1.67	-3.22	 5.19	-0.47	-6.08	 5.73	 4.65	 3.08	 2.99	-0.77	 1.90	 2.71	-5.58	-4.62	11.72	 0.50	 7.15	-0.46	-6.29	17.33	-16.36	-2.30	-2.63	 0.35	-1.02	-0.63	 0.05	
fitness = 9.650165e+02


The worst fit of the population is: 3.789121e+22




Generation#	    Solution Value

      0 	4.363116e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
      1 	4.352798e+01
XXX
      2 	4.352771e+01
      3 	4.351963e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
      4 	4.345415e+01
XXX
      5 	4.342213e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
      6 	4.340482e+01
      7 	4.336438e+01
      8 	4.334779e+01
      9 	4.333827e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     10 	4.332193e+01
XXX
XXX
XXX
XXX
XXX
     11 	4.323163e+01
     12 	4.320333e+01
     13 	4.319865e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     14 	4.319511e+01
XXX
XXX
XXX
     15 	4.318005e+01
XXX
     16 	4.317985e+01
     17 	4.317975e+01
     18 	4.317975e+01
     19 	4.317975e+01
     20 	4.316823e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     21 	4.316620e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     22 	4.315857e+01
XXX
XXX
XXX
XXX
     23 	4.314221e+01
XXX
XXX
XXX
     25 	4.314200e+01
XXX
     26 	4.314199e+01
XXX
     27 	4.314199e+01
XXX
XXX
XXX
XXX
XXX
XXX
     28 	4.314198e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     29 	4.314163e+01
XXX
     30 	4.314162e+01
XXX
     31 	4.314162e+01
XXX
     32 	4.314162e+01
XXX
     33 	4.314162e+01
XXX
     34 	4.314162e+01
XXX
     35 	4.314162e+01
XXX
     36 	4.314162e+01
XXX
     37 	4.314162e+01
XXX
     38 	4.314162e+01
XXX
     39 	4.314162e+01
XXX
     40 	4.314162e+01
XXX
     41 	4.314162e+01
XXX
     42 	4.314162e+01
XXX
     43 	4.314162e+01
XXX
     44 	4.314162e+01
XXX
     45 	4.314161e+01
XXX
     46 	4.314161e+01
XXX
     47 	4.314158e+01
XXX
XXX
     48 	4.314145e+01
XXX
     49 	4.314144e+01
XXX
     50 	4.314143e+01
XXX
     51 	4.314142e+01
XXX
XXX
     52 	4.314134e+01
XXX
XXX
     53 	4.314124e+01
XXX
     54 	4.314122e+01
XXX
     55 	4.314121e+01
XXX
     56 	4.314121e+01
XXX
     57 	4.314121e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     58 	4.313958e+01
XXX
     59 	4.313933e+01
XXX
     60 	4.313923e+01
XXX
XXX
XXX
XXX
XXX
     61 	4.313893e+01
XXX
     62 	4.313889e+01
XXX
     63 	4.313889e+01
XXX
     64 	4.313889e+01
XXX
     65 	4.313889e+01
XXX
XXX
     66 	4.313857e+01
XXX
     67 	4.313840e+01
XXX
     68 	4.313711e+01
XXX
     69 	4.313702e+01
XXX
     70 	4.313607e+01
XXX
XXX
XXX
XXX
XXX
XXX
     71 	4.313544e+01
XXX
XXX
     72 	4.313528e+01
XXX
     73 	4.313512e+01
XXX
XXX
XXX
XXX
     74 	4.313470e+01
XXX
     75 	4.313427e+01
XXX
     76 	4.313426e+01
XXX
     77 	4.313414e+01
XXX
     78 	4.313375e+01
XXX
     79 	4.313355e+01
XXX
     80 	4.313349e+01
XXX
XXX
     81 	4.313321e+01
XXX
     82 	4.313306e+01
XXX
XXX
XXX
XXX
     83 	4.313291e+01
XXX
     84 	4.313280e+01
XXX
     85 	4.313276e+01
XXX
XXX
     86 	4.313274e+01
XXX
     87 	4.313271e+01
XXX
     88 	4.313252e+01
XXX
XXX
     89 	4.313250e+01
XXX
     90 	4.313246e+01
XXX
XXX
     91 	4.313239e+01
XXX
     92 	4.313235e+01
XXX
XXX
     93 	4.313224e+01
XXX
     94 	4.313222e+01
XXX
XXX
     95 	4.313221e+01
XXX
     96 	4.313221e+01
XXX
     97 	4.313221e+01
XXX
     98 	4.313221e+01
XXX
     99 	4.313221e+01
XXX
    100 	4.313221e+01

Increasing Soft Maximum Generation Limit by 100 (MaxGenerations) to 200.
I'm doing this because the fitness is still improving.

XXX
    101 	4.313221e+01
XXX
    102 	4.313221e+01
XXX
    103 	4.313221e+01
XXX
    104 	4.313221e+01
XXX
    105 	4.313221e+01
XXX
    106 	4.313221e+01
XXX
    107 	4.313221e+01
XXX
    108 	4.313221e+01
XXX
    109 	4.313221e+01
XXX
    110 	4.313221e+01
XXX
    111 	4.313221e+01
XXX
    112 	4.313221e+01
XXX
    113 	4.313221e+01
XXX
    114 	4.313221e+01
XXX
    115 	4.313221e+01
XXX
    116 	4.313220e+01
XXX
    117 	4.313220e+01
    118 	4.313220e+01
    119 	4.313220e+01
    120 	4.313220e+01
    121 	4.313220e+01
    122 	4.313220e+01
    123 	4.313220e+01
    124 	4.313220e+01
    125 	4.313220e+01
    126 	4.313220e+01
    127 	4.313220e+01
    128 	4.313220e+01
    129 	4.313220e+01
    130 	4.313220e+01
    131 	4.313220e+01
    132 	4.313220e+01
    133 	4.313220e+01
    134 	4.313220e+01
    135 	4.313220e+01
    136 	4.313220e+01
    137 	4.313220e+01

WARNING: Turning Off MemoryMatrix because memory usage is too great.

    138 	4.313220e+01

Soft Generation Wait Limit Hit.
No Improvement in 10 Generations

Best Fit Found at Generation 138
Fit Value = 4.313220e+01


Parameters at the Solution (value, gradient):

 X[ 1] :	5.474181e+00	G[ 1] :	-2.348900e+02
 X[ 2] :	-6.544966e+00	G[ 2] :	-1.191801e+01
 X[ 3] :	6.915698e-01	G[ 3] :	-2.597737e+01
 X[ 4] :	4.904532e-01	G[ 4] :	-1.481829e+02
 X[ 5] :	-2.014380e+00	G[ 5] :	-9.775507e+01
 X[ 6] :	-3.801424e-01	G[ 6] :	-2.146615e+03
 X[ 7] :	9.011615e-02	G[ 7] :	-9.888959e+02
 X[ 8] :	5.601584e-01	G[ 8] :	0.000000e+00
 X[ 9] :	1.610264e+00	G[ 9] :	1.537238e+02
 X[10] :	-7.824141e+00	G[10] :	3.549870e+00
 X[11] :	9.607722e-01	G[11] :	4.423649e+01
 X[12] :	5.301418e-01	G[12] :	7.666377e+00
 X[13] :	-1.366609e+00	G[13] :	8.552886e+01
 X[14] :	-3.422138e-01	G[14] :	1.530394e+03
 X[15] :	4.234043e-01	G[15] :	5.275202e+01
 X[16] :	1.978491e+00	G[16] :	2.527788e+01
 X[17] :	2.186495e+00	G[17] :	4.010872e+01
 X[18] :	9.732495e-01	G[18] :	0.000000e+00
 X[19] :	1.753276e+00	G[19] :	-1.793885e+02
 X[20] :	-3.625830e+00	G[20] :	-1.143370e+01
 X[21] :	8.008308e-01	G[21] :	-1.496243e+01
 X[22] :	7.173122e-01	G[22] :	-6.219749e+00
 X[23] :	-1.796426e+00	G[23] :	-1.302304e+02
 X[24] :	-2.770679e-01	G[24] :	-1.976556e+03
 X[25] :	3.564901e-01	G[25] :	-7.886098e+02
 X[26] :	7.771815e-01	G[26] :	0.000000e+00
 X[27] :	-6.992359e+00	G[27] :	2.036968e+01
 X[28] :	-2.109255e+00	G[28] :	1.076617e+00
 X[29] :	2.005529e+00	G[29] :	5.584854e-01
 X[30] :	4.250733e-01	G[30] :	1.090310e+01
 X[31] :	2.416393e+00	G[31] :	1.169130e+01
 X[32] :	-3.430126e-01	G[32] :	2.200382e+02
 X[33] :	1.809564e+00	G[33] :	-7.409348e+00
 X[34] :	3.054918e+00	G[34] :	1.813462e+02
 X[35] :	-5.151695e+00	G[35] :	8.166154e+00
 X[36] :	5.843521e-01	G[36] :	6.332180e+00
 X[37] :	7.835669e-01	G[37] :	8.446445e+01
 X[38] :	1.513785e-01	G[38] :	1.144453e+02
 X[39] :	-4.052737e-01	G[39] :	1.938314e+03
 X[40] :	4.857425e-01	G[40] :	7.786243e+02
 X[41] :	1.249420e-01	G[41] :	0.000000e+00

Solution Found Generation 138
Number of Generations Run 138


Thu Mar  4 16:40:24 2004
Total run time : 0 hours 7 minutes and 5 seconds

(iter 5 ): LQD Results:
                                                                       SLD        PSL         UP   Catholic      Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  5.47418106  1.6102641  1.7532762 -6.9923586  3.0549185      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -6.54496628 -7.8241414 -3.6258300 -2.1092546 -5.1516952      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                                0.69156983  0.9607722  0.8008308  2.0055295  0.5843521      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.49045318  0.5301418  0.7173122  0.4250733  0.7835669      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.01438024 -1.3666089 -1.7964262  2.4163927  0.1513785      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.38014238 -0.3422138 -0.2770679 -0.3430126 -0.4052737      0
Age/Age/Age/Age/Age/NA                                          0.09011615  0.4234043  0.3564901  1.8095644  0.4857425      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.56015843  1.9784909  0.7771815  0.1249420  0.1249420      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                          0.12494201  2.1864955  0.1249420  0.0000000  0.0000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.9732495  0.0000000  0.0000000  0.0000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000  0.1249420  0.0000000  0.0000000  0.0000000      0

(iter 5 ): LQD sigma: 43.1322 

(iter 5 ): Tanh Estimates
                                                                       SLD        PSL         UP   Catholic      Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  5.45419528  1.5784583  1.7525860 -7.0133105  3.0911299      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -6.57825933 -7.8511832 -3.6342597 -2.3070789 -5.1372206      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                                0.71768492  0.9955535  0.8068843  2.0894728  0.5355499      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.50068144  0.5371455  0.7188281  0.4560737  0.7738382      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.00828527 -1.3826835 -1.7940707  2.4422810  0.1412417      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.38044907 -0.3415512 -0.2768552 -0.3410404 -0.4050759      0
Age/Age/Age/Age/Age/NA                                          0.09228055  0.4282062  0.3551405  1.8033124  0.4796760      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.52969092  1.9808012  0.8084994  0.1496397  0.1496397      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                          0.14963968  2.1874571  0.1496397  0.0000000  0.0000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.9383667  0.0000000  0.0000000  0.0000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000  0.1496397  0.0000000  0.0000000  0.0000000      0

(iter 5 ): Tanh Sandwich SEs
                                                                      SLD        PSL         UP  Catholic      Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA 2.28095923 3.76355620 2.38870922 3.8965513 2.14288602      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                2.41512546 3.39081255 1.65299848 2.6974543 1.70310487      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                               0.91187976 1.29988876 0.82112242 1.3611686 0.94851754      0
SOE/SOE/SOE/SOE/SOE/NA                                         0.36190261 0.41070414 0.24540658 0.5292035 0.31289900      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      0.41832320 0.50957067 0.41670923 0.6187280 0.40398559      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           0.09680785 0.11316002 0.07636385 0.1598800 0.08914743      0
Age/Age/Age/Age/Age/NA                                         0.39348418 0.66416870 0.38691109 0.5902410 0.34717072      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA        0.04280892 0.91373218 0.10215892 0.2287899 0.22878988      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                         0.22878988 0.79738029 0.22878988 0.0000000 0.00000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                      0.00000000 0.07006028 0.00000000 0.0000000 0.00000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                      0.00000000 0.22878988 0.00000000 0.0000000 0.00000000      0

(iter 5 ): TANH sigma: 36.01839 


**********************************

Iteration: 6 
using LQD sigma provided by Tanh.


Thu Mar  4 16:40:25 2004
Domains:
 -2.181678e+01   <=  X1   <=    3.272517e+01 
 -3.946956e+01   <=  X2   <=    2.631304e+01 
 -2.870740e+00   <=  X3   <=    4.306110e+00 
 -2.002726e+00   <=  X4   <=    3.004089e+00 
 -1.204971e+01   <=  X5   <=    8.033141e+00 
 -2.282694e+00   <=  X6   <=    1.521796e+00 
 -3.691222e-01   <=  X7   <=    5.536833e-01 
 -2.118764e+00   <=  X8   <=    3.178146e+00 
 -6.313833e+00   <=  X9   <=    9.470750e+00 
 -4.710710e+01   <=  X10  <=    3.140473e+01 
 -3.982214e+00   <=  X11  <=    5.973321e+00 
 -2.148582e+00   <=  X12  <=    3.222873e+00 
 -8.296101e+00   <=  X13  <=    5.530734e+00 
 -2.049307e+00   <=  X14  <=    1.366205e+00 
 -1.712825e+00   <=  X15  <=    2.569237e+00 
 -7.923205e+00   <=  X16  <=    1.188481e+01 
 -8.749828e+00   <=  X17  <=    1.312474e+01 
 -3.753467e+00   <=  X18  <=    5.630200e+00 
 -7.010344e+00   <=  X19  <=    1.051552e+01 
 -2.180556e+01   <=  X20  <=    1.453704e+01 
 -3.227537e+00   <=  X21  <=    4.841306e+00 
 -2.875313e+00   <=  X22  <=    4.312969e+00 
 -1.076442e+01   <=  X23  <=    7.176283e+00 
 -1.661131e+00   <=  X24  <=    1.107421e+00 
 -1.420562e+00   <=  X25  <=    2.130843e+00 
 -3.233998e+00   <=  X26  <=    4.850996e+00 
 -4.207986e+01   <=  X27  <=    2.805324e+01 
 -1.384247e+01   <=  X28  <=    9.228316e+00 
 -8.357891e+00   <=  X29  <=    1.253684e+01 
 -1.824295e+00   <=  X30  <=    2.736442e+00 
 -9.769124e+00   <=  X31  <=    1.465369e+01 
 -2.046243e+00   <=  X32  <=    1.364162e+00 
 -7.213249e+00   <=  X33  <=    1.081987e+01 
 -1.236452e+01   <=  X34  <=    1.854678e+01 
 -3.082332e+01   <=  X35  <=    2.054888e+01 
 -2.142200e+00   <=  X36  <=    3.213299e+00 
 -3.095353e+00   <=  X37  <=    4.643029e+00 
 -5.649670e-01   <=  X38  <=    8.474504e-01 
 -2.430455e+00   <=  X39  <=    1.620304e+00 
 -1.918704e+00   <=  X40  <=    2.878056e+00 
 -5.985587e-01   <=  X41  <=    8.978381e-01 

WARNING: Operator 6 (Multiple Point Simple Crossover) may only be started
WARNING: an even number of times.  I am increasing this operator by one.

WARNING: Operator 8 (Heuristic Crossover) may only be started
WARNING: an even number of times.  I am increasing this operator by one.

Data Type: Floating Point
Operators (code number, name, population) 
	(1) Cloning........................... 	122
	(2) Uniform Mutation.................. 	125
	(3) Boundary Mutation................. 	125
	(4) Non-Uniform Mutation.............. 	125
	(5) Polytope Crossover................ 	125
	(6) Multiple Point Simple Crossover... 	126
	(7) Whole Non-Uniform Mutation........ 	125
	(8) Heuristic Crossover............... 	126
	(9) Local-Minimum Crossover........... 	0

SOFT Maximum Number of Generations: 100
Maximum Nonchanging Generations: 10
Population size       : 1000
Convergence Tolerance: 1.000000e-07

Using the BFGS Derivative Based Optimizer on the Best Individual Each Generation.
Not Checking Gradients before Stoping
Using Out of Bounds Individuals.



Minimization Problem.



STARTING VALUES


The 2 best initial individuals are
 5.45	-6.58	 0.72	 0.50	-2.01	-0.38	 0.09	 0.53	 1.58	-7.85	 1.00	 0.54	-1.38	-0.34	 0.43	 1.98	 2.19	 0.94	 1.75	-3.63	 0.81	 0.72	-1.79	-0.28	 0.36	 0.81	-7.01	-2.31	 2.09	 0.46	 2.44	-0.34	 1.80	 3.09	-5.14	 0.54	 0.77	 0.14	-0.41	 0.48	 0.15	
fitness = 4.353828e+01

21.96	-3.27	-2.72	-0.51	-4.35	-2.23	 0.32	-0.57	 6.16	-23.18	 5.32	-0.36	 4.30	-0.29	-0.70	 2.17	-7.66	-1.81	-5.26	13.72	 3.68	 2.56	-7.71	-0.90	-0.37	 3.00	21.20	-11.45	-1.53	-1.35	 3.92	-0.68	-3.49	-3.27	 7.95	 2.48	 1.79	 0.72	-0.44	 1.14	-0.48	
fitness = 1.374164e+03


The worst fit of the population is: 3.393892e+23




Generation#	    Solution Value

      0 	4.353828e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
      1 	4.345483e+01
XXX
XXX
      2 	4.342692e+01
XXX
XXX
XXX
XXX
      3 	4.336451e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
      4 	4.332115e+01
XXX
      5 	4.332115e+01
XXX
      6 	4.331843e+01
XXX
      7 	4.331077e+01
XXX
      8 	4.330687e+01
XXX
XXX
XXX
XXX
XXX
      9 	4.329238e+01
XXX
     10 	4.329082e+01
XXX
     11 	4.328926e+01
XXX
     12 	4.328736e+01
XXX
     13 	4.328616e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     14 	4.327410e+01
XXX
     15 	4.327410e+01
XXX
     16 	4.327322e+01
XXX
     17 	4.327283e+01
XXX
     18 	4.327247e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     19 	4.326918e+01
XXX
XXX
     20 	4.326884e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     21 	4.326781e+01
XXX
XXX
XXX
XXX
     22 	4.326683e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     23 	4.326131e+01
XXX
     24 	4.326047e+01
XXX
     25 	4.326032e+01
XXX
     26 	4.325809e+01
XXX
XXX
XXX
XXX
XXX
     27 	4.324920e+01
XXX
     28 	4.324221e+01
XXX
     29 	4.323636e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     30 	4.322509e+01
XXX
XXX
XXX
XXX
XXX
XXX
     31 	4.322083e+01
XXX
XXX
XXX
XXX
     32 	4.322000e+01
XXX
     33 	4.321999e+01
XXX
     34 	4.321379e+01
XXX
     35 	4.320984e+01
XXX
     36 	4.320975e+01
XXX
     37 	4.320970e+01
XXX
     38 	4.320969e+01
XXX
     39 	4.320966e+01
XXX
     40 	4.320963e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     41 	4.320215e+01
XXX
     42 	4.319948e+01
XXX
     43 	4.319795e+01
XXX
     44 	4.319784e+01
XXX
     45 	4.319768e+01
XXX
     46 	4.319763e+01
XXX
     47 	4.319763e+01
XXX
     48 	4.319763e+01
XXX
     49 	4.319760e+01
XXX
     50 	4.319750e+01
XXX
     51 	4.319746e+01
XXX
     52 	4.319722e+01
XXX
     53 	4.319710e+01
XXX
     54 	4.319710e+01
XXX
XXX
     55 	4.319709e+01
XXX
     56 	4.319708e+01
XXX
     57 	4.319707e+01
XXX
     58 	4.319699e+01
XXX
     59 	4.319699e+01
XXX
     60 	4.319697e+01
XXX
     61 	4.319661e+01
XXX
     62 	4.319652e+01
XXX
     63 	4.319637e+01
XXX
     64 	4.319630e+01
XXX
     65 	4.319630e+01
XXX
     66 	4.319630e+01
XXX
     67 	4.319630e+01
XXX
     68 	4.319630e+01
XXX
     69 	4.319630e+01
XXX
     70 	4.319630e+01
XXX
     71 	4.319630e+01
XXX
     72 	4.319630e+01
XXX
     73 	4.319630e+01
XXX
     74 	4.319630e+01
XXX
     75 	4.319630e+01
XXX
     76 	4.319630e+01
XXX
     77 	4.319630e+01
XXX
     78 	4.319629e+01
XXX
     79 	4.319624e+01
XXX
     80 	4.319623e+01
XXX
     81 	4.319621e+01
XXX
XXX
XXX
XXX
XXX
XXX
     82 	4.319537e+01
XXX
     83 	4.319465e+01
XXX
     84 	4.319395e+01
XXX
XXX
XXX
XXX
XXX
     85 	4.319359e+01
XXX
XXX
XXX
XXX
XXX
XXX
     86 	4.319341e+01
XXX
     87 	4.319340e+01
XXX
     88 	4.319340e+01
XXX
XXX
XXX
XXX
XXX
XXX
     89 	4.319340e+01
XXX
     90 	4.319339e+01
XXX
     91 	4.319337e+01
XXX
     92 	4.319336e+01
XXX
     93 	4.319335e+01
XXX
     94 	4.319332e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     95 	4.319326e+01
XXX
     96 	4.319321e+01
XXX
XXX
XXX
     97 	4.319317e+01
XXX
XXX
XXX
XXX
XXX
XXX
XXX
XXX
     98 	4.319315e+01
XXX
     99 	4.319315e+01
XXX
    100 	4.319314e+01

Increasing Soft Maximum Generation Limit by 100 (MaxGenerations) to 200.
I'm doing this because the fitness is still improving.

XXX
    101 	4.319314e+01
XXX
    102 	4.319313e+01
XXX
    103 	4.319313e+01
XXX
    104 	4.319313e+01
XXX
    105 	4.319312e+01
XXX
    106 	4.319312e+01
XXX
    107 	4.319312e+01
XXX
    108 	4.319312e+01
XXX
    109 	4.319312e+01
XXX
    110 	4.319312e+01
XXX
    111 	4.319312e+01
XXX
    112 	4.319312e+01
XXX
    113 	4.319312e+01
XXX
    114 	4.319312e+01
XXX
    115 	4.319312e+01
XXX
    116 	4.319312e+01
XXX
    117 	4.319312e+01
XXX
XXX
XXX
XXX
XXX

Soft Generation Wait Limit Hit.
No Improvement in 10 Generations

Best Fit Found at Generation 117
Fit Value = 4.319312e+01


Parameters at the Solution (value, gradient):

 X[ 1] :	5.454192e+00	G[ 1] :	-1.152172e+02
 X[ 2] :	-6.578329e+00	G[ 2] :	4.701970e-01
 X[ 3] :	7.176812e-01	G[ 3] :	-7.118129e+00
 X[ 4] :	5.006822e-01	G[ 4] :	1.187789e+01
 X[ 5] :	-2.008288e+00	G[ 5] :	1.382649e+01
 X[ 6] :	-3.803252e-01	G[ 6] :	-1.950166e+03
 X[ 7] :	9.232006e-02	G[ 7] :	-1.814124e+02
 X[ 8] :	5.673287e-01	G[ 8] :	0.000000e+00
 X[ 9] :	1.578473e+00	G[ 9] :	-1.220647e+00
 X[10] :	-7.851180e+00	G[10] :	5.019858e+00
 X[11] :	9.955525e-01	G[11] :	2.109348e+00
 X[12] :	5.371656e-01	G[12] :	4.091146e+00
 X[13] :	-1.382668e+00	G[13] :	-1.110772e+00
 X[14] :	-3.414201e-01	G[14] :	-6.105771e+00
 X[15] :	4.281925e-01	G[15] :	-2.621632e+00
 X[16] :	1.980847e+00	G[16] :	-4.145273e+01
 X[17] :	2.187479e+00	G[17] :	-5.633636e+01
 X[18] :	9.736891e-01	G[18] :	0.000000e+00
 X[19] :	1.752572e+00	G[19] :	-1.088889e+02
 X[20] :	-3.634261e+00	G[20] :	2.522530e+00
 X[21] :	8.075693e-01	G[21] :	-1.238460e+01
 X[22] :	7.188346e-01	G[22] :	-7.417170e+00
 X[23] :	-1.794093e+00	G[23] :	-5.349405e+01
 X[24] :	-2.768735e-01	G[24] :	-1.105438e+03
 X[25] :	3.551059e-01	G[25] :	-4.806138e+02
 X[26] :	8.001902e-01	G[26] :	0.000000e+00
 X[27] :	-7.013304e+00	G[27] :	7.344416e+00
 X[28] :	-2.015041e+00	G[28] :	2.748212e+00
 X[29] :	2.089473e+00	G[29] :	2.536701e+00
 X[30] :	4.560897e-01	G[30] :	6.711298e-02
 X[31] :	2.442288e+00	G[31] :	2.761819e+00
 X[32] :	-3.411220e-01	G[32] :	7.252132e+01
 X[33] :	1.803255e+00	G[33] :	3.253273e+01
 X[34] :	3.091150e+00	G[34] :	9.393759e+00
 X[35] :	-5.137219e+00	G[35] :	2.755925e+00
 X[36] :	5.339637e-01	G[36] :	4.210017e+01
 X[37] :	7.738485e-01	G[37] :	1.750164e+01
 X[38] :	1.432397e-01	G[38] :	1.312662e+02
 X[39] :	-4.050981e-01	G[39] :	5.120363e+01
 X[40] :	4.796872e-01	G[40] :	2.668570e+00
 X[41] :	1.073589e-01	G[41] :	0.000000e+00

Solution Found Generation 117
Number of Generations Run 122


Thu Mar  4 16:46:14 2004
Total run time : 0 hours 5 minutes and 49 seconds

(iter 6 ): LQD Results:
                                                                       SLD        PSL         UP   Catholic      Other UD.KLD
(Intercept)/(Intercept)/(Intercept)/(Intercept)/(Intercept)/NA  5.45419160  1.5784732  1.7525721 -7.0133041  3.0911501      0
New.Jobs/New.Jobs/New.Jobs/New.Jobs/New.Jobs/NA                -6.57832930 -7.8511804 -3.6342611 -2.0150405 -5.1372191      0
Unemp/Unemp/Unemp/Unemp/Unemp/NA                                0.71768123  0.9955525  0.8075693  2.0894728  0.5339637      0
SOE/SOE/SOE/SOE/SOE/NA                                          0.50068218  0.5371656  0.7188346  0.4560897  0.7738485      0
Church.Att/Church.Att/Church.Att/Church.Att/Church.Att/NA      -2.00828810 -1.3826678 -1.7940927  2.4422882  0.1432397      0
Schooling/Schooling/Schooling/Schooling/Schooling/NA           -0.38032520 -0.3414201 -0.2768735 -0.3411220 -0.4050981      0
Age/Age/Age/Age/Age/NA                                          0.09232006  0.4281925  0.3551059  1.8032552  0.4796872      0
Kwasn.SLD/Farmer/Zioqkowska.UP/Suchoka.UD/Suchoka.UD/NA         0.56732867  1.9808475  0.8001902  0.1073589  0.1073589      0
Suchoka.UD/Village/Suchoka.UD/NA/NA/NA                          0.10735887  2.1874786  0.1073589  0.0000000  0.0000000      0
NA/Pawlak.PSL/NA/NA/NA/NA                                       0.00000000  0.9736891  0.0000000  0.0000000  0.0000000      0
NA/Suchoka.UD/NA/NA/NA/NA                                       0.00000000  0.1073589  0.0000000  0.0000000  0.0000000      0

(iter 6 ): LQD sigma: 43.19312 

WARNING: New fit is worse.  Stopping.
It may be a good idea to restart with a larger GENOUD population.
> 
> summary(muljj2, weights=TRUE);

Choice 1 : SLD Estimates and SE:
                  Est SE.Sand  SE.OPG SE.Hess t.val.Sand
(Intercept)    5.4500  2.2800 0.14500 0.07240      2.390
New.Jobs      -6.5800  2.4200 0.11800 0.06400     -2.720
Unemp          0.7180  0.9120 0.06310 0.02910      0.787
SOE            0.5010  0.3620 0.06180 0.01020      1.380
Church.Att    -2.0100  0.4180 0.03460 0.01320     -4.800
Schooling     -0.3800  0.0968 0.00586 0.00284     -3.930
Age            0.0923  0.3930 0.02770 0.01250      0.235
Kwasn.SLD      0.5300  0.0428 0.03550 0.00567     12.400
Suchoka.UD     0.1500  0.2290 0.00547 0.01130      0.654
NA             0.0000  0.0000 0.00000 0.00000        NaN
NA             0.0000  0.0000 0.00000 0.00000        NaN


Choice 2 : PSL Estimates and SE:
                 Est SE.Sand  SE.OPG SE.Hess t.val.Sand
(Intercept)    1.580  3.7600 0.20500 0.09080      0.419
New.Jobs      -7.850  3.3900 0.12700 0.07750     -2.320
Unemp          0.996  1.3000 0.07850 0.03460      0.766
SOE            0.537  0.4110 0.05620 0.01240      1.310
Church.Att    -1.380  0.5100 0.03990 0.01610     -2.710
Schooling     -0.342  0.1130 0.00751 0.00319     -3.020
Age            0.428  0.6640 0.04460 0.01720      0.645
Farmer         1.980  0.9140 0.05500 0.02140      2.170
Village        2.190  0.7970 0.02310 0.01630      2.740
Pawlak.PSL     0.938  0.0701 0.07560 0.00500     13.400
Suchoka.UD     0.150  0.2290 0.00547 0.01130      0.654


Choice 3 : UP Estimates and SE:
                 Est SE.Sand  SE.OPG SE.Hess t.val.Sand
(Intercept)    1.750  2.3900 0.16200 0.09680      0.734
New.Jobs      -3.630  1.6500 0.12400 0.08600     -2.200
Unemp          0.807  0.8210 0.10400 0.03920      0.983
SOE            0.719  0.2450 0.12300 0.01360      2.930
Church.Att    -1.790  0.4170 0.05650 0.01810     -4.310
Schooling     -0.277  0.0764 0.00997 0.00377     -3.630
Age            0.355  0.3870 0.03500 0.01660      0.918
Zioqkowska.UP  0.808  0.1020 0.01840 0.00530      7.910
Suchoka.UD     0.150  0.2290 0.00547 0.01130      0.654
NA             0.000  0.0000 0.00000 0.00000        NaN
NA             0.000  0.0000 0.00000 0.00000        NaN


Choice 4 : Catholic Estimates and SE:
                 Est SE.Sand  SE.OPG SE.Hess t.val.Sand
(Intercept)   -7.010   3.900 0.11200 0.10500     -1.800
New.Jobs      -2.310   2.700 0.12800 0.08830     -0.855
Unemp          2.090   1.360 0.09180 0.04020      1.540
SOE            0.456   0.529 0.07740 0.01410      0.862
Church.Att     2.440   0.619 0.04930 0.01680      3.950
Schooling     -0.341   0.160 0.00664 0.00391     -2.130
Age            1.800   0.590 0.01840 0.01830      3.060
Suchoka.UD     0.150   0.229 0.00547 0.01130      0.654
NA             0.000   0.000 0.00000 0.00000        NaN
NA             0.000   0.000 0.00000 0.00000        NaN
NA             0.000   0.000 0.00000 0.00000        NaN


Choice 5 : Other Estimates and SE:
                 Est SE.Sand  SE.OPG SE.Hess t.val.Sand
(Intercept)    3.090  2.1400 0.10000 0.06640      1.440
New.Jobs      -5.140  1.7000 0.11400 0.05720     -3.020
Unemp          0.536  0.9490 0.06340 0.02700      0.565
SOE            0.774  0.3130 0.05940 0.00925      2.470
Church.Att     0.141  0.4040 0.02650 0.01170      0.350
Schooling     -0.405  0.0891 0.00549 0.00264     -4.540
Age            0.480  0.3470 0.02370 0.01150      1.380
Suchoka.UD     0.150  0.2290 0.00547 0.01130      0.654
NA             0.000  0.0000 0.00000 0.00000        NaN
NA             0.000  0.0000 0.00000 0.00000        NaN
NA             0.000  0.0000 0.00000 0.00000        NaN


Choice 6 : UD.KLD Estimates and SE:
              Est SE.Sand SE.OPG SE.Hess t.val.Sand
NA              0       0      0       0        NaN
NA              0       0      0       0        NaN
NA              0       0      0       0        NaN
NA              0       0      0       0        NaN
NA              0       0      0       0        NaN
NA              0       0      0       0        NaN
NA              0       0      0       0        NaN
NA              0       0      0       0        NaN
NA              0       0      0       0        NaN
NA              0       0      0       0        NaN
NA              0       0      0       0        NaN


LQD sigma: 43.1322 
TANH sigma: 36.01839 

Number of Observations: 49 
Number of observations with at least one zero weight: 1 
Number of zero weights: 1 
TANH: weights
   name weights:SLD weights:PSL weights:UP weights:Catholic weights:Other
1     1    1.000000    1.000000          1         1.000000             1
2     2    1.000000    1.000000          1         1.000000             1
3     3    1.000000    0.848958          1         0.296629             1
4     4    1.000000    1.000000          1         1.000000             1
5     5    0.602538    1.000000          1         1.000000             1
6     6    1.000000    1.000000          1         1.000000             1
7     7    1.000000    1.000000          1         1.000000             1
8     8    1.000000    1.000000          1         1.000000             1
9     9    1.000000    1.000000          1         1.000000             1
10   10    1.000000    1.000000          1         1.000000             1
11   11    1.000000    1.000000          1         1.000000             1
12   12    1.000000    1.000000          1         1.000000             1
13   13    0.817395    1.000000          1         1.000000             1
14   14    1.000000    1.000000          1         1.000000             1
15   15    1.000000    1.000000          1         1.000000             1
16   16    1.000000    1.000000          1         1.000000             1
17   17    1.000000    1.000000          1         1.000000             1
18   18    1.000000    1.000000          1         1.000000             1
19   19    1.000000    0.831553          1         1.000000             1
20   20    1.000000    1.000000          1         1.000000             1
21   21    1.000000    1.000000          1         1.000000             1
22   22    1.000000    1.000000          1         1.000000             1
23   23    1.000000    1.000000          1         1.000000             1
24   24    1.000000    1.000000          1         1.000000             1
25   25    1.000000    0.841864          1         1.000000             1
26   26    1.000000    1.000000          1         1.000000             1
27   27    1.000000    1.000000          1         1.000000             1
28   28    1.000000    1.000000          1         1.000000             1
29   29    1.000000    1.000000          1         1.000000             1
30   30    1.000000    1.000000          1         1.000000             1
31   31    1.000000    1.000000          1         1.000000             1
32   32    1.000000    1.000000          1         1.000000             0
33   33    1.000000    1.000000          1         1.000000             1
34   34    1.000000    1.000000          1         1.000000             1
35   35    1.000000    1.000000          1         1.000000             1
36   36    1.000000    1.000000          1         1.000000             1
37   37    1.000000    1.000000          1         1.000000             1
38   38    1.000000    1.000000          1         1.000000             1
39   39    1.000000    1.000000          1         1.000000             1
40   40    1.000000    1.000000          1         1.000000             1
41   41    1.000000    1.000000          1         1.000000             1
42   42    1.000000    1.000000          1         1.000000             1
43   43    1.000000    1.000000          1         1.000000             1
44   44    1.000000    1.000000          1         1.000000             1
45   45    1.000000    1.000000          1         1.000000             1
46   46    1.000000    1.000000          1         1.000000             1
47   47    1.000000    1.000000          1         1.000000             1
48   48    1.000000    1.000000          1         1.000000             1
49   49    1.000000    1.000000          1         1.000000             1
> 
> save(muljj2, file="jj2.RData")
> proc.time()
[1] 3587.05   94.79 3775.11    0.00    0.00
> 
